Stock price prediction using

Reinforcement Learning

by EUGENIO CEDRIC T. CORRO

In [72]:
import math
import numpy as np
import random
import pandas as pd
import matplotlib.pyplot as plt
from collections import deque

import keras
from keras.models import Sequential
from keras.models import load_model
from keras.layers import Dense
from keras.optimizers import Adam

from IPython.core.display import HTML
import pprint
In [2]:
font = "Roboto-Regular.ttf"
pp = pprint.PrettyPrinter(indent=4, width=100)


HTML('''
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Out[2]:
EXECUTIVE SUMMARY

Stock price prediction using various techniques is a classic problem that many researchers have been tackling for many years. Although efficient market hypothesis states that it is not possible to predict stock prices given its random nature, many still attempt to find patterns in price movements. Technical analysts take advantage of factors based on prices and volume to figure out potential opportunities to make money in the short- or long-run. In the Philippines, the Philippines Stock Exchange, Inc. (PSE) is the national stock exchange. In 2019, the PSE had a market capitalization of PhP 13.395 trillion with an average value turnover of PhP 7.29 billion.

In this study, the data on the daily closing prices from January 2015 to December 2020 of the Philippine Stock Exchange Composite index (code: PSEi), which tracks the performance of the top 30 most representative companies listed on the PSE, were used to develop a stock price prediction model that follows a reinforcement-based learning. This study was done in order to explore in detail the fundamental concepts of reinforcement learning. The following results were highlighted in this study.

  1. In implementing the model based on reinforcement learning, various window size were considered to assess its effect on the potential earning/gain of the model. Based on the values tested, it turns out that higher values of window size resulted the higher gain. The concept of window size is explain in the latter part of this notebook.
  2. The gain achieved by the model is compared to that of the Buy-and-Hold strategy as the baseline metric. It turns out that the model achieved a gain approximately three times higher than that of the Buy-and-Hold scheme.


Keywords: Stock price prediction, reinforcement learning, Philippine stocks

INTRODUCTION: A BRIEF OVERVIEW ON REINFORCEMENT LEARNING

drawing

Figure 1. Preception-action learning loop

Reinforcement learning (RL) is a computational approach of automating learning and decision-making. It is based upon a formal framework in which an agent interacts with an enviroment in the form of actions, rewards and states. The idea of reinforcement learning is grounded on the idea that we learn as we interact with the environment [1] as can be seen in Figure 1.

Aside from the agent and the environment, there are sub-elements that play a role in process of reinforcement learning - the policy, the reward function, the value function. and the model [1]. These sub-elements can be briefly described as follows:

  1. Policy is a mapping from the percieved states of the environment to the corresponding action to be taken by the agent. It describes the way an agent reacts on the environment he observes.
  2. Reward function is a mapping from the perceived states of the environment to a numerical value known as the reward which indicates the non-desirability or desirability of those states.
  3. Value function is a mapping from perceived state of the environment to a numerical value which is the total reward an agent can expect in the long run starting from the said state.
  4. The model, loosely speaking, is the one that mimics the behavior of the environment. It can be responsible in the predicting of the next state and reward given the current state and action.

These mentioned elements and sub-elements of RL have their counterparts in this study which focuses on the use of RL in stock trading. It is discussed in the methodology section where the necessary functions are being defined.

BUSINESS VALUE

Stock traders and investors: They can consider a reinforcement-based model in predicting stock price as part of their decision when trading stocks.

Researchers: They can consider a rewards-based model when dealing with a stock price prediction research.

DATA DESCRIPTION

The daily closing prices of the PSEi from January 2015 to December 2020 are used in this study. The data were collected from Philippine Stock Exchange Composite Index RESTful API using the code provided below.

In [19]:
# def get_stocks(stock_code, start_date, end_date):
#     """ 
#     Get stock info from start_date to end_date.
    
#     PARAMETERS
#     ----------
#     stock_code : list
#         List of stock codes to retrieve info of.
#     start_date : str
#         Start date of data with format 'YYYY-MM-DD'.
#     end_date : str
#         End date of data with format 'YYYY-MM-DD'.
        
#     RETURN
#     ------
#     stocks : pandas.DataFrame
#         DataFrame with stock info name-price-symbol-date.
#     """

#     dates = (pd.date_range(start=start_date, 
#                            end=end_date).to_series()
#                                         .apply(lambda x : 
#                                                x.strftime("%Y-%m-%d")))
    
#     stocks = pd.DataFrame()
#     for code in stock_code:
#         for date in dates:
#             data = ''
#             wp_endpoint = ('http://phisix-api2.appspot.com/stocks/' + code 
#                            + '.' + date +'.json')
#             data = requests.get(wp_endpoint).text
#             if data:    
#                 stock = json.loads(data)
#                 stock_data = (pd.DataFrame(stock['stock'][0])
#                                           .reset_index(drop=True)
#                                           .drop(1)
#                                           .drop('percent_change', axis=1))
#                 stock_data['date'] = date
#                 stocks = stocks.append(stock_data)
#                 # time.sleep(0.5)
#     return stocks
In [20]:
# stock_code = ['PSEI']
# start_date = '2015-01-01' 
# end_date = '2020-12-31'

# stocks = get_stocks(stock_code, start_date, end_date)
# stocks.to_csv('psei_2015_2020.csv', index=False)
METHODOLOGY

To clearly understand the flow of how this study is done, let us first define how we translate the important elements and sub-elements of RL in the lens of stock trading. The elements and sub-elements of RL in this study are described as follows:

  1. The perceived states are in the form of daily gain or loss of a certain stock which are individually mapped to the interval (0,1) through the sigmoid function. The number of daily gain/loss to be included is based on the parameter window_size.
  2. The policy is a five-layer neural network including the input and output layers. The output layer has two nodes which represent the actions of buy/hold or sell. Since this study is intended to understand in-depth how reinforcement learning is applied in stock trading, the following rule is strictly followed: a. If the agent is not holding any stock, the decision is automatically to buy a stock. b. If the agent is already holding a stock and the policy NN decides to buy a stock, the agent simply "hold"s the stock he has. c. If the agent is already holding a stock and the policy NN decides to sell a stock, then the agent shall sell the stock.
  3. The reward is set to be the $max\{0, \text{gain after selling}\}$. This means that if a loss is realized upon selling, the reward is set to 0. Otherwise, the reward is the gain realized.
  4. The value function can be associated with the way the policy is trained using the past batch_size instances when there was a reward being recorded, that is, every time a stock is sold.

1. Defining a Class for the Agent

The method _model defines the policy that decides whether to buy/hold or to sell. The method actmaps the perceived states to the decision of buy/hold or sell using the policy. Lastly, the method experience_replay trains the policy based on a sequence of state-reward pairs.

In [28]:
class Agent: 
    def __init__(self, state_size, is_eval=False, model_name=""):
        self.state_size = state_size # normalized previous days
        self.action_size = 2 # buy/hold or sell
        self.memory = deque(maxlen=1000)
        self.inventory = []
        self.model_name = model_name
        self.is_eval = is_eval
        self.gamma = 0.95
        self.epsilon = 1.0
        self.epsilon_min = 0.01
        self.epsilon_decay = 0.995
        if is_eval:
            self.model = load_model(model_name)
        else:
            self.model = self._model()

    def _model(self):
        model = Sequential()
        model.add(Dense(units=64, input_dim=self.state_size,
                        activation="relu"))
        model.add(Dense(units=32, activation="relu"))
        model.add(Dense(units=8, activation="relu"))
        model.add(Dense(self.action_size, activation="linear"))
        model.compile(loss="mse", optimizer=Adam(lr=0.001))
        return model
    
    def act(self, state):
        if not self.is_eval and random.random() <= self.epsilon:
            return random.randrange(self.action_size)
        options = self.model.predict(state)
        return np.argmax(options[0])
    
    def experience_replay(self, batch_size):
        mini_batch = list(self.memory)[-batch_size:]
        
        for state, action, reward, next_state, done in mini_batch:
            target = reward
            if not done:
                target = (reward + self.gamma *
                          np.amax(self.model.predict(next_state)[0]))
            target_f = self.model.predict(state)
            target_f[0][action] = target
            self.model.fit(state, target_f, epochs=1, verbose=0)
        
        if self.epsilon > self.epsilon_min:
            self.epsilon *= self.epsilon_decay

2. Define functions necessary for the processes

In [139]:
def format_print(n):
    return("-PhP " if n < 0 else "PhP ")+"{0:.2f}".format(abs(n))


def get_data(filename):
    df = pd.read_csv(filename + '.csv', usecols=['Close'])
    return list(df.Close.values) 


def sigmoid(x):
    try:
        ans = 1 / (1+math.exp(-x))
    except OverflowError:
        ans = 0
    return ans


def get_state(df, today, window_size):
    data = df.copy()
    d = today - window_size + 1
    
    # Pad with t0 data
    if d >= 0:
        block = data[d:today + 1]
    else:
        block = -d * [data[0]] + data[0 : today + 1]
    res = []
    for i in range(window_size - 1):
        res.append(sigmoid(block[i + 1] - block[i]))
    return np.array([res])

3. Define main function for the reinforcement learning algorithm

Th function run_rl_stocks perform displays the action of the agent and the performance each selling decision. Note that window_size determines the number of days prior to the current day in which the perceived states is being based upon in deciding on the action. On the other hand, batch_size determines the number of sell days prior to the current sell day in which the policy will be trained on using the collected state-reward sequence.

In [140]:
def run_rl_stocks(stock_name, window_size, batch_size, epoch_count):
    """Run RL model."""
    # stock_name = input("Enter stock_name: ")
    # window_size = int(input("Window_size: "))
    # epoch_count = int(input("Number of epochs: "))
    # batch_size = int(input("Batch size: "))
    # print("\n")

    agent = Agent(window_size)
    data = get_data(stock_name)
    l = len(data) - 1
    markers = []
    profit_trend = []
    
    for e in range(1, epoch_count + 1):
        print("Epoch " + str(e) + "/" + str(epoch_count))
        state = get_state(data, 0, window_size + 1)
        total_profit = 0
        agent.inventory = []
        done = False

        for t in range(l):
            action = agent.act(state)

            next_state = get_state(data, t, window_size + 1)
            reward = 0

            if len(agent.inventory) == 0:
                # Buy stock
                agent.inventory.append(data[t])
                print("Day {} \tBuy: ".format(t) + format_print(data[t]))
                markers.append((t, data[t], total_profit, 'buy'))
                
            elif action == 0 and len(agent.inventory) > 0:
                # Hold bought stock
                print("Day {} \tHold...: ".format(t))
                markers.append((t, data[t], total_profit, 'hold'))
                
            elif action == 1 and len(agent.inventory) > 0:
                # Sell stock bought.
                bought_price = agent.inventory.pop(0)
                agent.inventory = []
                reward = max(data[t] - bought_price, 0)
                total_profit += data[t] - bought_price
                print("Day {} \tSell: ".format(t) + format_print(data[t])
                      + " | Profit: " + format_print(data[t] - bought_price)
                      + " \t| Cumulative Profit: "+format_print(total_profit))
                markers.append((t, data[t], total_profit, 'sell'))
                
            if t == (l - 1):
                done = True

            agent.memory.append((state, action, reward, next_state, done))
            state = next_state

            if done:
                print("===============================================")
                print("Total Profit: " + format_print(total_profit))
                print("===============================================")

            if len(agent.memory) > batch_size:
                agent.experience_replay(batch_size) 

#     mod_name = input("Enter model name: ")
    mod_name = "window" + str(window_size)
    agent.model.save(mod_name)

    return pd.DataFrame(markers, columns=['day', 'price',
                                          'cumulative_profit' , 'action'])

4. Implement RL-based model in stock trading.

In this step, three values of window_size were considered in the model - $10, 30$ and $50$. Furthermore, due to the amount of run-time, a fixed value of batch_size$=45$ and epoch_count$=1$ were considered.

5. Comparing results of RL-based model with varying window sizes and classic Buy-and-Hold strategy

Straightforward metrics, which are the total gain or loss realized, and the corresponding percentage with respect to the initial value of investment, are used to compare the performance of each model.

RESULTS AND DISCUSSION
In [141]:
stock_name = 'psei_train'
epoch_count = 1
batch_size = 45

Case 1: Window size of 10 trading days

In [142]:
window_size = 10

markers10 = run_rl_stocks(stock_name, window_size, batch_size, epoch_count)

Epoch 1/1
Day 0 	Buy: PhP 6911.86
Day 1 	Hold...: 
Day 2 	Hold...: 
Day 3 	Sell: PhP 6820.60 | Profit: -PhP 91.26 	| Cumulative Profit: -PhP 91.26
Day 4 	Buy: PhP 6735.01
Day 5 	Hold...: 
Day 6 	Hold...: 
Day 7 	Hold...: 
Day 8 	Sell: PhP 6905.70 | Profit: PhP 170.69 	| Cumulative Profit: PhP 79.43
Day 9 	Buy: PhP 6867.07
Day 10 	Hold...: 
Day 11 	Sell: PhP 6966.18 | Profit: PhP 99.11 	| Cumulative Profit: PhP 178.54
Day 12 	Buy: PhP 7002.42
Day 13 	Sell: PhP 6983.61 | Profit: -PhP 18.81 	| Cumulative Profit: PhP 159.73
Day 14 	Buy: PhP 6952.08
Day 15 	Hold...: 
Day 16 	Hold...: 
Day 17 	Hold...: 
Day 18 	Sell: PhP 6618.88 | Profit: -PhP 333.20 	| Cumulative Profit: -PhP 173.47
Day 19 	Buy: PhP 6575.43
Day 20 	Sell: PhP 6288.26 | Profit: -PhP 287.17 	| Cumulative Profit: -PhP 460.64
Day 21 	Buy: PhP 6330.55
Day 22 	Hold...: 
Day 23 	Hold...: 
Day 24 	Sell: PhP 6449.50 | Profit: PhP 118.95 	| Cumulative Profit: -PhP 341.69
Day 25 	Buy: PhP 6335.09
Day 26 	Sell: PhP 6357.05 | Profit: PhP 21.96 	| Cumulative Profit: -PhP 319.73
Day 27 	Buy: PhP 6259.61
Day 28 	Sell: PhP 6084.28 | Profit: -PhP 175.33 	| Cumulative Profit: -PhP 495.06
Day 29 	Buy: PhP 6208.05
Day 30 	Hold...: 
Day 31 	Hold...: 
Day 32 	Sell: PhP 6507.22 | Profit: PhP 299.17 	| Cumulative Profit: -PhP 195.89
Day 33 	Buy: PhP 6563.38
Day 34 	Sell: PhP 6687.62 | Profit: PhP 124.24 	| Cumulative Profit: -PhP 71.65
Day 35 	Buy: PhP 6701.36
Day 36 	Hold...: 
Day 37 	Hold...: 
Day 38 	Hold...: 
Day 39 	Hold...: 
Day 40 	Hold...: 
Day 41 	Hold...: 
Day 42 	Hold...: 
Day 43 	Sell: PhP 6654.45 | Profit: -PhP 46.91 	| Cumulative Profit: -PhP 118.56
Day 44 	Buy: PhP 6692.58
Day 45 	Sell: PhP 6743.95 | Profit: PhP 51.37 	| Cumulative Profit: -PhP 67.19
Day 46 	Buy: PhP 6756.82
Day 47 	Hold...: 
Day 48 	Sell: PhP 6792.06 | Profit: PhP 35.24 	| Cumulative Profit: -PhP 31.95
Day 49 	Buy: PhP 6783.08
Day 50 	Hold...: 
Day 51 	Hold...: 
Day 52 	Sell: PhP 6771.30 | Profit: -PhP 11.78 	| Cumulative Profit: -PhP 43.73
Day 53 	Buy: PhP 6671.04
Day 54 	Sell: PhP 6729.53 | Profit: PhP 58.49 	| Cumulative Profit: PhP 14.76
Day 55 	Buy: PhP 6882.45
Day 56 	Sell: PhP 6963.44 | Profit: PhP 80.99 	| Cumulative Profit: PhP 95.75
Day 57 	Buy: PhP 6899.07
Day 58 	Sell: PhP 6892.69 | Profit: -PhP 6.38 	| Cumulative Profit: PhP 89.37
Day 59 	Buy: PhP 6915.51
Day 60 	Sell: PhP 6948.18 | Profit: PhP 32.67 	| Cumulative Profit: PhP 122.04
Day 61 	Buy: PhP 7048.08
Day 62 	Hold...: 
Day 63 	Hold...: 
Day 64 	Sell: PhP 7148.26 | Profit: PhP 100.18 	| Cumulative Profit: PhP 222.22
Day 65 	Buy: PhP 7065.39
Day 66 	Hold...: 
Day 67 	Sell: PhP 7306.74 | Profit: PhP 241.35 	| Cumulative Profit: PhP 463.57
Day 68 	Buy: PhP 7376.41
Day 69 	Sell: PhP 7342.03 | Profit: -PhP 34.38 	| Cumulative Profit: PhP 429.19
Day 70 	Buy: PhP 7360.05
Day 71 	Sell: PhP 7334.52 | Profit: -PhP 25.53 	| Cumulative Profit: PhP 403.66
Day 72 	Buy: PhP 7274.40
Day 73 	Hold...: 
Day 74 	Sell: PhP 7262.30 | Profit: -PhP 12.10 	| Cumulative Profit: PhP 391.56
Day 75 	Buy: PhP 7245.13
Day 76 	Hold...: 
Day 77 	Hold...: 
Day 78 	Sell: PhP 7180.55 | Profit: -PhP 64.58 	| Cumulative Profit: PhP 326.98
Day 79 	Buy: PhP 7232.97
Day 80 	Sell: PhP 7247.20 | Profit: PhP 14.23 	| Cumulative Profit: PhP 341.21
Day 81 	Buy: PhP 7291.43
Day 82 	Sell: PhP 7306.56 | Profit: PhP 15.13 	| Cumulative Profit: PhP 356.34
Day 83 	Buy: PhP 7341.00
Day 84 	Sell: PhP 7357.28 | Profit: PhP 16.28 	| Cumulative Profit: PhP 372.62
Day 85 	Buy: PhP 7321.30
Day 86 	Hold...: 
Day 87 	Sell: PhP 7215.09 | Profit: -PhP 106.21 	| Cumulative Profit: PhP 266.41
Day 88 	Buy: PhP 7201.37
Day 89 	Sell: PhP 7257.85 | Profit: PhP 56.48 	| Cumulative Profit: PhP 322.89
Day 90 	Buy: PhP 7255.39
Day 91 	Sell: PhP 7250.13 | Profit: -PhP 5.26 	| Cumulative Profit: PhP 317.63
Day 92 	Buy: PhP 7211.92
Day 93 	Sell: PhP 7180.53 | Profit: -PhP 31.39 	| Cumulative Profit: PhP 286.24
Day 94 	Buy: PhP 7162.56
Day 95 	Hold...: 
Day 96 	Hold...: 
Day 97 	Sell: PhP 7046.57 | Profit: -PhP 115.99 	| Cumulative Profit: PhP 170.25
Day 98 	Buy: PhP 7081.86
Day 99 	Sell: PhP 6999.75 | Profit: -PhP 82.11 	| Cumulative Profit: PhP 88.14
Day 100 	Buy: PhP 6991.87
Day 101 	Sell: PhP 7174.88 | Profit: PhP 183.01 	| Cumulative Profit: PhP 271.15
Day 102 	Buy: PhP 7396.52
Day 103 	Sell: PhP 7325.04 | Profit: -PhP 71.48 	| Cumulative Profit: PhP 199.67
Day 104 	Buy: PhP 7436.79
Day 105 	Sell: PhP 7511.74 | Profit: PhP 74.95 	| Cumulative Profit: PhP 274.62
Day 106 	Buy: PhP 7524.84
Day 107 	Sell: PhP 7534.30 | Profit: PhP 9.46 	| Cumulative Profit: PhP 284.08
Day 108 	Buy: PhP 7427.33
Day 109 	Hold...: 
Day 110 	Sell: PhP 7306.69 | Profit: -PhP 120.64 	| Cumulative Profit: PhP 163.44
Day 111 	Buy: PhP 7356.72
Day 112 	Sell: PhP 7463.95 | Profit: PhP 107.23 	| Cumulative Profit: PhP 270.67
Day 113 	Buy: PhP 7376.38
Day 114 	Sell: PhP 7411.68 | Profit: PhP 35.30 	| Cumulative Profit: PhP 305.97
Day 115 	Buy: PhP 7464.34
Day 116 	Hold...: 
Day 117 	Sell: PhP 7500.79 | Profit: PhP 36.45 	| Cumulative Profit: PhP 342.42
Day 118 	Buy: PhP 7464.59
Day 119 	Sell: PhP 7514.22 | Profit: PhP 49.63 	| Cumulative Profit: PhP 392.05
Day 120 	Buy: PhP 7598.22
Day 121 	Hold...: 
Day 122 	Hold...: 
Day 123 	Sell: PhP 7536.65 | Profit: -PhP 61.57 	| Cumulative Profit: PhP 330.48
Day 124 	Buy: PhP 7509.94
Day 125 	Sell: PhP 7554.40 | Profit: PhP 44.46 	| Cumulative Profit: PhP 374.94
Day 126 	Buy: PhP 7460.12
Day 127 	Hold...: 
Day 128 	Sell: PhP 7564.47 | Profit: PhP 104.35 	| Cumulative Profit: PhP 479.29
Day 129 	Buy: PhP 7622.07
Day 130 	Sell: PhP 7665.33 | Profit: PhP 43.26 	| Cumulative Profit: PhP 522.55
Day 131 	Buy: PhP 7767.23
Day 132 	Hold...: 
Day 133 	Sell: PhP 7729.78 | Profit: -PhP 37.45 	| Cumulative Profit: PhP 485.10
Day 134 	Buy: PhP 7629.72
Day 135 	Sell: PhP 7715.90 | Profit: PhP 86.18 	| Cumulative Profit: PhP 571.28
Day 136 	Buy: PhP 7666.69
Day 137 	Hold...: 
Day 138 	Sell: PhP 7796.25 | Profit: PhP 129.56 	| Cumulative Profit: PhP 700.84
Day 139 	Buy: PhP 7830.35
Day 140 	Sell: PhP 7846.54 | Profit: PhP 16.19 	| Cumulative Profit: PhP 717.03
Day 141 	Buy: PhP 7808.13
Day 142 	Hold...: 
Day 143 	Sell: PhP 7771.52 | Profit: -PhP 36.61 	| Cumulative Profit: PhP 680.42
Day 144 	Buy: PhP 7865.27
Day 145 	Sell: PhP 7937.95 | Profit: PhP 72.68 	| Cumulative Profit: PhP 753.10
Day 146 	Buy: PhP 7944.02
Day 147 	Sell: PhP 7956.14 | Profit: PhP 12.12 	| Cumulative Profit: PhP 765.22
Day 148 	Buy: PhP 8030.06
Day 149 	Sell: PhP 7986.25 | Profit: -PhP 43.81 	| Cumulative Profit: PhP 721.41
Day 150 	Buy: PhP 8036.01
Day 151 	Hold...: 
Day 152 	Hold...: 
Day 153 	Hold...: 
Day 154 	Hold...: 
Day 155 	Sell: PhP 8024.54 | Profit: -PhP 11.47 	| Cumulative Profit: PhP 709.94
Day 156 	Buy: PhP 8100.48
Day 157 	Hold...: 
Day 158 	Sell: PhP 7963.11 | Profit: -PhP 137.37 	| Cumulative Profit: PhP 572.57
Day 159 	Buy: PhP 8069.81
Day 160 	Sell: PhP 8037.78 | Profit: -PhP 32.03 	| Cumulative Profit: PhP 540.54
Day 161 	Buy: PhP 7888.44
Day 162 	Sell: PhP 7978.57 | Profit: PhP 90.13 	| Cumulative Profit: PhP 630.67
Day 163 	Buy: PhP 7970.35
Day 164 	Hold...: 
Day 165 	Sell: PhP 8055.06 | Profit: PhP 84.71 	| Cumulative Profit: PhP 715.38
Day 166 	Buy: PhP 8051.40
Day 167 	Sell: PhP 7981.35 | Profit: -PhP 70.05 	| Cumulative Profit: PhP 645.33
Day 168 	Buy: PhP 7955.86
Day 169 	Sell: PhP 7960.17 | Profit: PhP 4.31 	| Cumulative Profit: PhP 649.64
Day 170 	Buy: PhP 7983.38
Day 171 	Sell: PhP 7946.19 | Profit: -PhP 37.19 	| Cumulative Profit: PhP 612.45
Day 172 	Buy: PhP 7952.81
Day 173 	Sell: PhP 7930.75 | Profit: -PhP 22.06 	| Cumulative Profit: PhP 590.39
Day 174 	Buy: PhP 7981.21
Day 175 	Sell: PhP 7935.18 | Profit: -PhP 46.03 	| Cumulative Profit: PhP 544.36
Day 176 	Buy: PhP 7866.13
Day 177 	Sell: PhP 7854.54 | Profit: -PhP 11.59 	| Cumulative Profit: PhP 532.77
Day 178 	Buy: PhP 7845.49
Day 179 	Sell: PhP 7794.93 | Profit: -PhP 50.56 	| Cumulative Profit: PhP 482.21
Day 180 	Buy: PhP 7787.37
Day 181 	Sell: PhP 7773.31 | Profit: -PhP 14.06 	| Cumulative Profit: PhP 468.15
Day 182 	Buy: PhP 7807.42
Day 183 	Hold...: 
Day 184 	Sell: PhP 7719.18 | Profit: -PhP 88.24 	| Cumulative Profit: PhP 379.91
Day 185 	Buy: PhP 7619.10
Day 186 	Sell: PhP 7667.07 | Profit: PhP 47.97 	| Cumulative Profit: PhP 427.88
Day 187 	Buy: PhP 7581.79
Day 188 	Sell: PhP 7550.27 | Profit: -PhP 31.52 	| Cumulative Profit: PhP 396.36
Day 189 	Buy: PhP 7546.01
Day 190 	Sell: PhP 7708.42 | Profit: PhP 162.41 	| Cumulative Profit: PhP 558.77
Day 191 	Buy: PhP 7553.76
Day 192 	Hold...: 
Day 193 	Hold...: 
Day 194 	Sell: PhP 7675.42 | Profit: PhP 121.66 	| Cumulative Profit: PhP 680.43
Day 195 	Buy: PhP 7762.35
Day 196 	Sell: PhP 7723.60 | Profit: -PhP 38.75 	| Cumulative Profit: PhP 641.68
Day 197 	Buy: PhP 7632.46
Day 198 	Sell: PhP 7557.34 | Profit: -PhP 75.12 	| Cumulative Profit: PhP 566.56
Day 199 	Buy: PhP 7586.96
Day 200 	Hold...: 
Day 201 	Sell: PhP 7629.73 | Profit: PhP 42.77 	| Cumulative Profit: PhP 609.33
Day 202 	Buy: PhP 7677.73
Day 203 	Hold...: 
Day 204 	Sell: PhP 7639.79 | Profit: -PhP 37.94 	| Cumulative Profit: PhP 571.39
Day 205 	Buy: PhP 7620.16
Day 206 	Hold...: 
Day 207 	Hold...: 
Day 208 	Sell: PhP 7520.82 | Profit: -PhP 99.34 	| Cumulative Profit: PhP 472.05
Day 209 	Buy: PhP 7429.82
Day 210 	Hold...: 
Day 211 	Hold...: 
Day 212 	Sell: PhP 7358.21 | Profit: -PhP 71.61 	| Cumulative Profit: PhP 400.44
Day 213 	Buy: PhP 7571.15
Day 214 	Sell: PhP 7721.57 | Profit: PhP 150.42 	| Cumulative Profit: PhP 550.86
Day 215 	Buy: PhP 7713.32
Day 216 	Sell: PhP 7650.22 | Profit: -PhP 63.10 	| Cumulative Profit: PhP 487.76
Day 217 	Buy: PhP 7609.31
Day 218 	Sell: PhP 7580.22 | Profit: -PhP 29.09 	| Cumulative Profit: PhP 458.67
Day 219 	Buy: PhP 7494.41
Day 220 	Sell: PhP 7445.14 | Profit: -PhP 49.27 	| Cumulative Profit: PhP 409.40
Day 221 	Buy: PhP 7404.80
Day 222 	Sell: PhP 7252.40 | Profit: -PhP 152.40 	| Cumulative Profit: PhP 257.00
Day 223 	Buy: PhP 7160.91
Day 224 	Hold...: 
Day 225 	Sell: PhP 7197.19 | Profit: PhP 36.28 	| Cumulative Profit: PhP 293.28
Day 226 	Buy: PhP 7307.80
Day 227 	Sell: PhP 7119.04 | Profit: -PhP 188.76 	| Cumulative Profit: PhP 104.52
Day 228 	Buy: PhP 7181.87
Day 229 	Sell: PhP 6975.09 | Profit: -PhP 206.78 	| Cumulative Profit: -PhP 102.26
Day 230 	Buy: PhP 6871.48
Day 231 	Sell: PhP 6857.15 | Profit: -PhP 14.33 	| Cumulative Profit: -PhP 116.59
Day 232 	Buy: PhP 6966.28
Day 233 	Sell: PhP 7050.12 | Profit: PhP 83.84 	| Cumulative Profit: -PhP 32.75
Day 234 	Buy: PhP 7067.73
Day 235 	Sell: PhP 6979.06 | Profit: -PhP 88.67 	| Cumulative Profit: -PhP 121.42
Day 236 	Buy: PhP 6802.73
Day 237 	Sell: PhP 6836.64 | Profit: PhP 33.91 	| Cumulative Profit: -PhP 87.51
Day 238 	Buy: PhP 6873.31
Day 239 	Sell: PhP 6889.78 | Profit: PhP 16.47 	| Cumulative Profit: -PhP 71.04
Day 240 	Buy: PhP 6825.40
Day 241 	Sell: PhP 6781.20 | Profit: -PhP 44.20 	| Cumulative Profit: -PhP 115.24
Day 242 	Buy: PhP 6864.87
Day 243 	Hold...: 
Day 244 	Hold...: 
Day 245 	Hold...: 
Day 246 	Hold...: 
Day 247 	Hold...: 
Day 248 	Sell: PhP 7043.16 | Profit: PhP 178.29 	| Cumulative Profit: PhP 63.05
Day 249 	Buy: PhP 6868.89
Day 250 	Sell: PhP 6880.91 | Profit: PhP 12.02 	| Cumulative Profit: PhP 75.07
Day 251 	Buy: PhP 6928.34
Day 252 	Sell: PhP 6855.31 | Profit: -PhP 73.03 	| Cumulative Profit: PhP 2.04
Day 253 	Buy: PhP 6850.71
Day 254 	Hold...: 
Day 255 	Sell: PhP 6658.66 | Profit: -PhP 192.05 	| Cumulative Profit: -PhP 190.01
Day 256 	Buy: PhP 6686.36
Day 257 	Sell: PhP 6587.17 | Profit: -PhP 99.19 	| Cumulative Profit: -PhP 289.20
Day 258 	Buy: PhP 6563.67
Day 259 	Sell: PhP 6658.20 | Profit: PhP 94.53 	| Cumulative Profit: -PhP 194.67
Day 260 	Buy: PhP 6846.44
Day 261 	Sell: PhP 6840.64 | Profit: -PhP 5.80 	| Cumulative Profit: -PhP 200.47
Day 262 	Buy: PhP 6861.31
Day 263 	Hold...: 
Day 264 	Sell: PhP 7209.44 | Profit: PhP 348.13 	| Cumulative Profit: PhP 147.66
Day 265 	Buy: PhP 7248.20
Day 266 	Hold...: 
Day 267 	Sell: PhP 7364.34 | Profit: PhP 116.14 	| Cumulative Profit: PhP 263.80
Day 268 	Buy: PhP 7321.82
Day 269 	Sell: PhP 7264.55 | Profit: -PhP 57.27 	| Cumulative Profit: PhP 206.53
Day 270 	Buy: PhP 7238.52
Day 271 	Hold...: 
Day 272 	Hold...: 
Day 273 	Hold...: 
Day 274 	Sell: PhP 7246.08 | Profit: PhP 7.56 	| Cumulative Profit: PhP 214.09
Day 275 	Buy: PhP 7232.66
Day 276 	Hold...: 
Day 277 	Hold...: 
Day 278 	Hold...: 
Day 279 	Sell: PhP 7332.64 | Profit: PhP 99.98 	| Cumulative Profit: PhP 314.07
Day 280 	Buy: PhP 7333.67
Day 281 	Sell: PhP 7336.71 | Profit: PhP 3.04 	| Cumulative Profit: PhP 317.11
Day 282 	Buy: PhP 7229.66
Day 283 	Hold...: 
Day 284 	Sell: PhP 7225.91 | Profit: -PhP 3.75 	| Cumulative Profit: PhP 313.36
Day 285 	Buy: PhP 7226.70
Day 286 	Sell: PhP 7294.40 | Profit: PhP 67.70 	| Cumulative Profit: PhP 381.06
Day 287 	Buy: PhP 7262.64
Day 288 	Sell: PhP 7234.82 | Profit: -PhP 27.82 	| Cumulative Profit: PhP 353.24
Day 289 	Buy: PhP 7252.66
Day 290 	Sell: PhP 7235.21 | Profit: -PhP 17.45 	| Cumulative Profit: PhP 335.79
Day 291 	Buy: PhP 7294.67
Day 292 	Sell: PhP 7206.84 | Profit: -PhP 87.83 	| Cumulative Profit: PhP 247.96
Day 293 	Buy: PhP 7174.30
Day 294 	Hold...: 
Day 295 	Hold...: 
Day 296 	Hold...: 
Day 297 	Hold...: 
Day 298 	Hold...: 
Day 299 	Hold...: 
Day 300 	Hold...: 
Day 301 	Hold...: 
Day 302 	Sell: PhP 7212.09 | Profit: PhP 37.79 	| Cumulative Profit: PhP 285.75
Day 303 	Buy: PhP 7170.70
Day 304 	Hold...: 
Day 305 	Hold...: 
Day 306 	Sell: PhP 7313.87 | Profit: PhP 143.17 	| Cumulative Profit: PhP 428.92
Day 307 	Buy: PhP 7294.52
Day 308 	Sell: PhP 7294.56 | Profit: PhP 0.04 	| Cumulative Profit: PhP 428.96
Day 309 	Buy: PhP 7295.45
Day 310 	Sell: PhP 7146.27 | Profit: -PhP 149.18 	| Cumulative Profit: PhP 279.78
Day 311 	Buy: PhP 7233.09
Day 312 	Sell: PhP 7261.75 | Profit: PhP 28.66 	| Cumulative Profit: PhP 308.44
Day 313 	Buy: PhP 7253.79
Day 314 	Sell: PhP 7278.60 | Profit: PhP 24.81 	| Cumulative Profit: PhP 333.25
Day 315 	Buy: PhP 7345.02
Day 316 	Sell: PhP 7316.57 | Profit: -PhP 28.45 	| Cumulative Profit: PhP 304.80
Day 317 	Buy: PhP 7323.31
Day 318 	Sell: PhP 7254.93 | Profit: -PhP 68.38 	| Cumulative Profit: PhP 236.42
Day 319 	Buy: PhP 7301.03
Day 320 	Sell: PhP 7269.62 | Profit: -PhP 31.41 	| Cumulative Profit: PhP 205.01
Day 321 	Buy: PhP 7245.97
Day 322 	Sell: PhP 7331.46 | Profit: PhP 85.49 	| Cumulative Profit: PhP 290.50
Day 323 	Buy: PhP 7324.00
Day 324 	Sell: PhP 7332.59 | Profit: PhP 8.59 	| Cumulative Profit: PhP 299.09
Day 325 	Buy: PhP 7311.72
Day 326 	Sell: PhP 7341.65 | Profit: PhP 29.93 	| Cumulative Profit: PhP 329.02
Day 327 	Buy: PhP 7446.49
Day 328 	Sell: PhP 7584.21 | Profit: PhP 137.72 	| Cumulative Profit: PhP 466.74
Day 329 	Buy: PhP 7565.32
Day 330 	Hold...: 
Day 331 	Sell: PhP 7617.91 | Profit: PhP 52.59 	| Cumulative Profit: PhP 519.33
Day 332 	Buy: PhP 7601.40
Day 333 	Sell: PhP 7629.64 | Profit: PhP 28.24 	| Cumulative Profit: PhP 547.57
Day 334 	Buy: PhP 7588.53
Day 335 	Sell: PhP 7588.98 | Profit: PhP 0.45 	| Cumulative Profit: PhP 548.02
Day 336 	Buy: PhP 7522.98
Day 337 	Sell: PhP 7563.45 | Profit: PhP 40.47 	| Cumulative Profit: PhP 588.49
Day 338 	Buy: PhP 7578.16
Day 339 	Hold...: 
Day 340 	Sell: PhP 7700.46 | Profit: PhP 122.30 	| Cumulative Profit: PhP 710.79
Day 341 	Buy: PhP 7726.45
Day 342 	Sell: PhP 7661.01 | Profit: -PhP 65.44 	| Cumulative Profit: PhP 645.35
Day 343 	Buy: PhP 7703.10
Day 344 	Sell: PhP 7682.26 | Profit: -PhP 20.84 	| Cumulative Profit: PhP 624.51
Day 345 	Buy: PhP 7755.75
Day 346 	Sell: PhP 7841.99 | Profit: PhP 86.24 	| Cumulative Profit: PhP 710.75
Day 347 	Buy: PhP 7962.33
Day 348 	Sell: PhP 7923.50 | Profit: -PhP 38.83 	| Cumulative Profit: PhP 671.92
Day 349 	Buy: PhP 7794.17
Day 350 	Hold...: 
Day 351 	Sell: PhP 7815.53 | Profit: PhP 21.36 	| Cumulative Profit: PhP 693.28
Day 352 	Buy: PhP 7772.93
Day 353 	Sell: PhP 7791.07 | Profit: PhP 18.14 	| Cumulative Profit: PhP 711.42
Day 354 	Buy: PhP 7826.53
Day 355 	Sell: PhP 7757.69 | Profit: -PhP 68.84 	| Cumulative Profit: PhP 642.58
Day 356 	Buy: PhP 7767.62
Day 357 	Hold...: 
Day 358 	Sell: PhP 7812.14 | Profit: PhP 44.52 	| Cumulative Profit: PhP 687.10
Day 359 	Buy: PhP 7837.82
Day 360 	Sell: PhP 7871.65 | Profit: PhP 33.83 	| Cumulative Profit: PhP 720.93
Day 361 	Buy: PhP 7867.49
Day 362 	Sell: PhP 7886.03 | Profit: PhP 18.54 	| Cumulative Profit: PhP 739.47
Day 363 	Buy: PhP 7860.77
Day 364 	Hold...: 
Day 365 	Sell: PhP 7927.49 | Profit: PhP 66.72 	| Cumulative Profit: PhP 806.19
Day 366 	Buy: PhP 7907.66
Day 367 	Sell: PhP 8001.38 | Profit: PhP 93.72 	| Cumulative Profit: PhP 899.91
Day 368 	Buy: PhP 7953.12
Day 369 	Sell: PhP 8002.32 | Profit: PhP 49.20 	| Cumulative Profit: PhP 949.11
Day 370 	Buy: PhP 7958.63
Day 371 	Sell: PhP 7990.24 | Profit: PhP 31.61 	| Cumulative Profit: PhP 980.72
Day 372 	Buy: PhP 7917.89
Day 373 	Sell: PhP 7966.01 | Profit: PhP 48.12 	| Cumulative Profit: PhP 1028.84
Day 374 	Buy: PhP 7964.49
Day 375 	Sell: PhP 7882.22 | Profit: -PhP 82.27 	| Cumulative Profit: PhP 946.57
Day 376 	Buy: PhP 7943.75
Day 377 	Sell: PhP 7917.86 | Profit: -PhP 25.89 	| Cumulative Profit: PhP 920.68
Day 378 	Buy: PhP 7886.37
Day 379 	Hold...: 
Day 380 	Sell: PhP 7814.17 | Profit: -PhP 72.20 	| Cumulative Profit: PhP 848.48
Day 381 	Buy: PhP 7876.37
Day 382 	Sell: PhP 7857.18 | Profit: -PhP 19.19 	| Cumulative Profit: PhP 829.29
Day 383 	Buy: PhP 7788.06
Day 384 	Sell: PhP 7843.16 | Profit: PhP 55.10 	| Cumulative Profit: PhP 884.39
Day 385 	Buy: PhP 7866.52
Day 386 	Sell: PhP 7833.96 | Profit: -PhP 32.56 	| Cumulative Profit: PhP 851.83
Day 387 	Buy: PhP 7848.84
Day 388 	Sell: PhP 7888.31 | Profit: PhP 39.47 	| Cumulative Profit: PhP 891.30
Day 389 	Buy: PhP 7889.33
Day 390 	Hold...: 
Day 391 	Sell: PhP 7858.14 | Profit: -PhP 31.19 	| Cumulative Profit: PhP 860.11
Day 392 	Buy: PhP 7938.37
Day 393 	Sell: PhP 7936.85 | Profit: -PhP 1.52 	| Cumulative Profit: PhP 858.59
Day 394 	Buy: PhP 7885.90
Day 395 	Sell: PhP 7934.50 | Profit: PhP 48.60 	| Cumulative Profit: PhP 907.19
Day 396 	Buy: PhP 7952.92
Day 397 	Sell: PhP 7972.90 | Profit: PhP 19.98 	| Cumulative Profit: PhP 927.17
Day 398 	Buy: PhP 7904.34
Day 399 	Sell: PhP 7989.73 | Profit: PhP 85.39 	| Cumulative Profit: PhP 1012.56
Day 400 	Buy: PhP 7962.64
Day 401 	Hold...: 
Day 402 	Sell: PhP 8037.51 | Profit: PhP 74.87 	| Cumulative Profit: PhP 1087.43
Day 403 	Buy: PhP 8045.78
Day 404 	Sell: PhP 8071.47 | Profit: PhP 25.69 	| Cumulative Profit: PhP 1113.12
Day 405 	Buy: PhP 8018.05
Day 406 	Sell: PhP 7906.60 | Profit: -PhP 111.45 	| Cumulative Profit: PhP 1001.67
Day 407 	Buy: PhP 7872.65
Day 408 	Sell: PhP 7876.66 | Profit: PhP 4.01 	| Cumulative Profit: PhP 1005.68
Day 409 	Buy: PhP 7932.82
Day 410 	Sell: PhP 7992.27 | Profit: PhP 59.45 	| Cumulative Profit: PhP 1065.13
Day 411 	Buy: PhP 7986.51
Day 412 	Sell: PhP 7985.83 | Profit: -PhP 0.68 	| Cumulative Profit: PhP 1064.45
Day 413 	Buy: PhP 7966.25
Day 414 	Sell: PhP 7928.43 | Profit: -PhP 37.82 	| Cumulative Profit: PhP 1026.63
Day 415 	Buy: PhP 7962.12
Day 416 	Sell: PhP 8009.41 | Profit: PhP 47.29 	| Cumulative Profit: PhP 1073.92
Day 417 	Buy: PhP 8046.59
Day 418 	Sell: PhP 8072.75 | Profit: PhP 26.16 	| Cumulative Profit: PhP 1100.08
Day 419 	Buy: PhP 8016.73
Day 420 	Sell: PhP 8016.73 | Profit: PhP 0.00 	| Cumulative Profit: PhP 1100.08
Day 421 	Buy: PhP 8015.93
Day 422 	Hold...: 
Day 423 	Sell: PhP 8004.93 | Profit: -PhP 11.00 	| Cumulative Profit: PhP 1089.08
Day 424 	Buy: PhP 8015.14
Day 425 	Sell: PhP 7948.39 | Profit: -PhP 66.75 	| Cumulative Profit: PhP 1022.33
Day 426 	Buy: PhP 7956.73
Day 427 	Sell: PhP 7958.57 | Profit: PhP 1.84 	| Cumulative Profit: PhP 1024.17
Day 428 	Buy: PhP 8035.20
Day 429 	Sell: PhP 8049.35 | Profit: PhP 14.15 	| Cumulative Profit: PhP 1038.32
Day 430 	Buy: PhP 7983.97
Day 431 	Sell: PhP 8022.98 | Profit: PhP 39.01 	| Cumulative Profit: PhP 1077.33
Day 432 	Buy: PhP 8022.75
Day 433 	Sell: PhP 8049.31 | Profit: PhP 26.56 	| Cumulative Profit: PhP 1103.89
Day 434 	Buy: PhP 8053.88
Day 435 	Sell: PhP 8144.91 | Profit: PhP 91.03 	| Cumulative Profit: PhP 1194.92
Day 436 	Buy: PhP 8180.85
Day 437 	Sell: PhP 8294.14 | Profit: PhP 113.29 	| Cumulative Profit: PhP 1308.21
Day 438 	Buy: PhP 8162.70
Day 439 	Sell: PhP 8219.32 | Profit: PhP 56.62 	| Cumulative Profit: PhP 1364.83
Day 440 	Buy: PhP 8286.86
Day 441 	Sell: PhP 8281.27 | Profit: -PhP 5.59 	| Cumulative Profit: PhP 1359.24
Day 442 	Buy: PhP 8244.73
Day 443 	Sell: PhP 8170.14 | Profit: -PhP 74.59 	| Cumulative Profit: PhP 1284.65
Day 444 	Buy: PhP 8221.92
Day 445 	Sell: PhP 8156.04 | Profit: -PhP 65.88 	| Cumulative Profit: PhP 1218.77
Day 446 	Buy: PhP 8171.43
Day 447 	Sell: PhP 8256.28 | Profit: PhP 84.85 	| Cumulative Profit: PhP 1303.62
Day 448 	Buy: PhP 8312.93
Day 449 	Sell: PhP 8344.05 | Profit: PhP 31.12 	| Cumulative Profit: PhP 1334.74
Day 450 	Buy: PhP 8294.01
Day 451 	Sell: PhP 8310.88 | Profit: PhP 16.87 	| Cumulative Profit: PhP 1351.61
Day 452 	Buy: PhP 8367.38
Day 453 	Sell: PhP 8398.04 | Profit: PhP 30.66 	| Cumulative Profit: PhP 1382.27
Day 454 	Buy: PhP 8358.47
Day 455 	Sell: PhP 8402.81 | Profit: PhP 44.34 	| Cumulative Profit: PhP 1426.61
Day 456 	Buy: PhP 8447.94
Day 457 	Sell: PhP 8497.74 | Profit: PhP 49.80 	| Cumulative Profit: PhP 1476.41
Day 458 	Buy: PhP 8431.73
Day 459 	Sell: PhP 8487.37 | Profit: PhP 55.64 	| Cumulative Profit: PhP 1532.05
Day 460 	Buy: PhP 8420.95
Day 461 	Sell: PhP 8348.32 | Profit: -PhP 72.63 	| Cumulative Profit: PhP 1459.42
Day 462 	Buy: PhP 8279.92
Day 463 	Sell: PhP 8303.35 | Profit: PhP 23.43 	| Cumulative Profit: PhP 1482.85
Day 464 	Buy: PhP 8267.92
Day 465 	Sell: PhP 8295.95 | Profit: PhP 28.03 	| Cumulative Profit: PhP 1510.88
Day 466 	Buy: PhP 8365.26
Day 467 	Sell: PhP 8516.02 | Profit: PhP 150.76 	| Cumulative Profit: PhP 1661.64
Day 468 	Buy: PhP 8376.13
Day 469 	Sell: PhP 8523.07 | Profit: PhP 146.94 	| Cumulative Profit: PhP 1808.58
Day 470 	Buy: PhP 8521.81
Day 471 	Sell: PhP 8508.49 | Profit: -PhP 13.32 	| Cumulative Profit: PhP 1795.26
Day 472 	Buy: PhP 8519.82
Day 473 	Hold...: 
Day 474 	Hold...: 
Day 475 	Sell: PhP 8379.64 | Profit: -PhP 140.18 	| Cumulative Profit: PhP 1655.08
Day 476 	Buy: PhP 8273.44
Day 477 	Sell: PhP 8206.44 | Profit: -PhP 67.00 	| Cumulative Profit: PhP 1588.08
Day 478 	Buy: PhP 8311.08
Day 479 	Sell: PhP 8321.98 | Profit: PhP 10.90 	| Cumulative Profit: PhP 1598.98
Day 480 	Buy: PhP 8289.19
Day 481 	Sell: PhP 8265.68 | Profit: -PhP 23.51 	| Cumulative Profit: PhP 1575.47
Day 482 	Buy: PhP 8343.23
Day 483 	Sell: PhP 8365.11 | Profit: PhP 21.88 	| Cumulative Profit: PhP 1597.35
Day 484 	Buy: PhP 8361.69
Day 485 	Sell: PhP 8291.88 | Profit: -PhP 69.81 	| Cumulative Profit: PhP 1527.54
Day 486 	Buy: PhP 8254.03
Day 487 	Sell: PhP 8254.03 | Profit: PhP 0.00 	| Cumulative Profit: PhP 1527.54
Day 488 	Buy: PhP 8144.02
Day 489 	Sell: PhP 8084.45 | Profit: -PhP 59.57 	| Cumulative Profit: PhP 1467.97
Day 490 	Buy: PhP 8093.63
Day 491 	Sell: PhP 8129.62 | Profit: PhP 35.99 	| Cumulative Profit: PhP 1503.96
Day 492 	Buy: PhP 8174.93
Day 493 	Sell: PhP 8304.70 | Profit: PhP 129.77 	| Cumulative Profit: PhP 1633.73
Day 494 	Buy: PhP 8358.57
Day 495 	Hold...: 
Day 496 	Sell: PhP 8359.61 | Profit: PhP 1.04 	| Cumulative Profit: PhP 1634.77
Day 497 	Buy: PhP 8461.06
Day 498 	Sell: PhP 8337.04 | Profit: -PhP 124.02 	| Cumulative Profit: PhP 1510.75
Day 499 	Buy: PhP 8422.82
Day 500 	Sell: PhP 8365.96 | Profit: -PhP 56.86 	| Cumulative Profit: PhP 1453.89
Day 501 	Buy: PhP 8362.61
Day 502 	Sell: PhP 8378.28 | Profit: PhP 15.67 	| Cumulative Profit: PhP 1469.56
Day 503 	Buy: PhP 8432.31
Day 504 	Sell: PhP 8490.91 | Profit: PhP 58.60 	| Cumulative Profit: PhP 1528.16
Day 505 	Buy: PhP 8535.09
Day 506 	Sell: PhP 8558.42 | Profit: PhP 23.33 	| Cumulative Profit: PhP 1551.49
Day 507 	Buy: PhP 8724.13
Day 508 	Sell: PhP 8739.83 | Profit: PhP 15.70 	| Cumulative Profit: PhP 1567.19
Day 509 	Buy: PhP 8770.00
Day 510 	Sell: PhP 8745.12 | Profit: -PhP 24.88 	| Cumulative Profit: PhP 1542.31
Day 511 	Buy: PhP 8923.72
Day 512 	Sell: PhP 8920.29 | Profit: -PhP 3.43 	| Cumulative Profit: PhP 1538.88
Day 513 	Buy: PhP 8813.25
Day 514 	Sell: PhP 8814.62 | Profit: PhP 1.37 	| Cumulative Profit: PhP 1540.25
Day 515 	Buy: PhP 8857.72
Day 516 	Sell: PhP 8865.13 | Profit: PhP 7.41 	| Cumulative Profit: PhP 1547.66
Day 517 	Buy: PhP 8848.99
Day 518 	Sell: PhP 8820.74 | Profit: -PhP 28.25 	| Cumulative Profit: PhP 1519.41
Day 519 	Buy: PhP 8915.92
Day 520 	Sell: PhP 8950.62 | Profit: PhP 34.70 	| Cumulative Profit: PhP 1554.11
Day 521 	Buy: PhP 8999.02
Day 522 	Sell: PhP 8920.23 | Profit: -PhP 78.79 	| Cumulative Profit: PhP 1475.32
Day 523 	Buy: PhP 8999.17
Day 524 	Sell: PhP 9041.20 | Profit: PhP 42.03 	| Cumulative Profit: PhP 1517.35
Day 525 	Buy: PhP 9058.62
Day 526 	Sell: PhP 8910.48 | Profit: -PhP 148.14 	| Cumulative Profit: PhP 1369.21
Day 527 	Buy: PhP 8764.01
Day 528 	Sell: PhP 8738.72 | Profit: -PhP 25.29 	| Cumulative Profit: PhP 1343.92
Day 529 	Buy: PhP 8810.75
Day 530 	Sell: PhP 8616.00 | Profit: -PhP 194.75 	| Cumulative Profit: PhP 1149.17
Day 531 	Buy: PhP 8550.42
Day 532 	Sell: PhP 8667.56 | Profit: PhP 117.14 	| Cumulative Profit: PhP 1266.31
Day 533 	Buy: PhP 8645.08
Day 534 	Sell: PhP 8503.69 | Profit: -PhP 141.39 	| Cumulative Profit: PhP 1124.92
Day 535 	Buy: PhP 8487.91
Day 536 	Sell: PhP 8570.14 | Profit: PhP 82.23 	| Cumulative Profit: PhP 1207.15
Day 537 	Buy: PhP 8598.11
Day 538 	Sell: PhP 8612.44 | Profit: PhP 14.33 	| Cumulative Profit: PhP 1221.48
Day 539 	Buy: PhP 8710.22
Day 540 	Sell: PhP 8722.70 | Profit: PhP 12.48 	| Cumulative Profit: PhP 1233.96
Day 541 	Buy: PhP 8613.65
Day 542 	Sell: PhP 8515.57 | Profit: -PhP 98.08 	| Cumulative Profit: PhP 1135.88
Day 543 	Buy: PhP 8467.56
Day 544 	Sell: PhP 8499.98 | Profit: PhP 32.42 	| Cumulative Profit: PhP 1168.30
Day 545 	Buy: PhP 8592.38
Day 546 	Sell: PhP 8475.29 | Profit: -PhP 117.09 	| Cumulative Profit: PhP 1051.21
Day 547 	Buy: PhP 8465.77
Day 548 	Sell: PhP 8458.57 | Profit: -PhP 7.20 	| Cumulative Profit: PhP 1044.01
Day 549 	Buy: PhP 8386.17
Day 550 	Sell: PhP 8360.22 | Profit: -PhP 25.95 	| Cumulative Profit: PhP 1018.06
Day 551 	Buy: PhP 8404.69
Day 552 	Sell: PhP 8381.85 | Profit: -PhP 22.84 	| Cumulative Profit: PhP 995.22
Day 553 	Buy: PhP 8372.51
Day 554 	Sell: PhP 8453.50 | Profit: PhP 80.99 	| Cumulative Profit: PhP 1076.21
Day 555 	Buy: PhP 8419.57
Day 556 	Sell: PhP 8348.74 | Profit: -PhP 70.83 	| Cumulative Profit: PhP 1005.38
Day 557 	Buy: PhP 8190.01
Day 558 	Sell: PhP 8238.15 | Profit: PhP 48.14 	| Cumulative Profit: PhP 1053.52
Day 559 	Buy: PhP 8235.54
Day 560 	Sell: PhP 8059.60 | Profit: -PhP 175.94 	| Cumulative Profit: PhP 877.58
Day 561 	Buy: PhP 7909.07
Day 562 	Sell: PhP 8124.45 | Profit: PhP 215.38 	| Cumulative Profit: PhP 1092.96
Day 563 	Buy: PhP 7970.80
Day 564 	Sell: PhP 7932.38 | Profit: -PhP 38.42 	| Cumulative Profit: PhP 1054.54
Day 565 	Buy: PhP 8047.03
Day 566 	Sell: PhP 7979.83 | Profit: -PhP 67.20 	| Cumulative Profit: PhP 987.35
Day 567 	Buy: PhP 8039.45
Day 568 	Sell: PhP 8048.72 | Profit: PhP 9.27 	| Cumulative Profit: PhP 996.62
Day 569 	Buy: PhP 7997.67
Day 570 	Sell: PhP 8022.16 | Profit: PhP 24.49 	| Cumulative Profit: PhP 1021.11
Day 571 	Buy: PhP 7945.66
Day 572 	Sell: PhP 7934.68 | Profit: -PhP 10.98 	| Cumulative Profit: PhP 1010.13
Day 573 	Buy: PhP 7943.93
Day 574 	Sell: PhP 8043.07 | Profit: PhP 99.14 	| Cumulative Profit: PhP 1109.27
Day 575 	Buy: PhP 7899.98
Day 576 	Sell: PhP 7870.25 | Profit: -PhP 29.73 	| Cumulative Profit: PhP 1079.54
Day 577 	Buy: PhP 7723.39
Day 578 	Sell: PhP 7793.13 | Profit: PhP 69.74 	| Cumulative Profit: PhP 1149.27
Day 579 	Buy: PhP 7682.24
Day 580 	Sell: PhP 7726.72 | Profit: PhP 44.48 	| Cumulative Profit: PhP 1193.75
Day 581 	Buy: PhP 7719.47
Day 582 	Sell: PhP 7600.36 | Profit: -PhP 119.11 	| Cumulative Profit: PhP 1074.64
Day 583 	Buy: PhP 7557.91
Day 584 	Sell: PhP 7617.42 | Profit: PhP 59.51 	| Cumulative Profit: PhP 1134.15
Day 585 	Buy: PhP 7721.02
Day 586 	Sell: PhP 7819.25 | Profit: PhP 98.23 	| Cumulative Profit: PhP 1232.38
Day 587 	Buy: PhP 7736.07
Day 588 	Sell: PhP 7535.10 | Profit: -PhP 200.97 	| Cumulative Profit: PhP 1031.41
Day 589 	Buy: PhP 7546.19
Day 590 	Sell: PhP 7533.28 | Profit: -PhP 12.91 	| Cumulative Profit: PhP 1018.50
Day 591 	Buy: PhP 7577.57
Day 592 	Sell: PhP 7555.27 | Profit: -PhP 22.30 	| Cumulative Profit: PhP 996.20
Day 593 	Buy: PhP 7571.00
Day 594 	Sell: PhP 7752.11 | Profit: PhP 181.11 	| Cumulative Profit: PhP 1177.31
Day 595 	Buy: PhP 7885.97
Day 596 	Sell: PhP 7869.56 | Profit: -PhP 16.41 	| Cumulative Profit: PhP 1160.90
Day 597 	Buy: PhP 7694.12
Day 598 	Sell: PhP 7672.28 | Profit: -PhP 21.84 	| Cumulative Profit: PhP 1139.06
Day 599 	Buy: PhP 7658.05
Day 600 	Sell: PhP 7646.20 | Profit: -PhP 11.85 	| Cumulative Profit: PhP 1127.21
Day 601 	Buy: PhP 7560.47
Day 602 	Sell: PhP 7652.53 | Profit: PhP 92.06 	| Cumulative Profit: PhP 1219.27
Day 603 	Buy: PhP 7647.51
Day 604 	Sell: PhP 7642.90 | Profit: -PhP 4.61 	| Cumulative Profit: PhP 1214.66
Day 605 	Buy: PhP 7602.36
Day 606 	Sell: PhP 7470.14 | Profit: -PhP 132.22 	| Cumulative Profit: PhP 1082.44
Day 607 	Buy: PhP 7497.17
Day 608 	Sell: PhP 7630.26 | Profit: PhP 133.09 	| Cumulative Profit: PhP 1215.53
Day 609 	Buy: PhP 7579.61
Day 610 	Sell: PhP 7685.76 | Profit: PhP 106.15 	| Cumulative Profit: PhP 1321.68
Day 611 	Buy: PhP 7689.14
Day 612 	Sell: PhP 7803.31 | Profit: PhP 114.17 	| Cumulative Profit: PhP 1435.85
Day 613 	Buy: PhP 7740.74
Day 614 	Sell: PhP 7771.30 | Profit: PhP 30.56 	| Cumulative Profit: PhP 1466.41
Day 615 	Buy: PhP 7602.98
Day 616 	Sell: PhP 7529.54 | Profit: -PhP 73.44 	| Cumulative Profit: PhP 1392.97
Day 617 	Buy: PhP 7414.11
Day 618 	Sell: PhP 7312.61 | Profit: -PhP 101.50 	| Cumulative Profit: PhP 1291.47
Day 619 	Buy: PhP 7261.62
Day 620 	Sell: PhP 7098.15 | Profit: -PhP 163.47 	| Cumulative Profit: PhP 1128.00
Day 621 	Buy: PhP 7063.20
Day 622 	Sell: PhP 6986.88 | Profit: -PhP 76.32 	| Cumulative Profit: PhP 1051.68
Day 623 	Buy: PhP 7007.21
Day 624 	Sell: PhP 7176.43 | Profit: PhP 169.22 	| Cumulative Profit: PhP 1220.90
Day 625 	Buy: PhP 7066.57
Day 626 	Sell: PhP 7193.68 | Profit: PhP 127.11 	| Cumulative Profit: PhP 1348.01
Day 627 	Buy: PhP 7227.96
Day 628 	Sell: PhP 7267.34 | Profit: PhP 39.38 	| Cumulative Profit: PhP 1387.39
Day 629 	Buy: PhP 7348.42
Day 630 	Sell: PhP 7233.57 | Profit: -PhP 114.85 	| Cumulative Profit: PhP 1272.54
Day 631 	Buy: PhP 7186.71
Day 632 	Sell: PhP 7186.62 | Profit: -PhP 0.09 	| Cumulative Profit: PhP 1272.45
Day 633 	Buy: PhP 7233.29
Day 634 	Sell: PhP 7333.73 | Profit: PhP 100.44 	| Cumulative Profit: PhP 1372.89
Day 635 	Buy: PhP 7350.58
Day 636 	Sell: PhP 7399.18 | Profit: PhP 48.60 	| Cumulative Profit: PhP 1421.49
Day 637 	Buy: PhP 7369.44
Day 638 	Sell: PhP 7381.68 | Profit: PhP 12.24 	| Cumulative Profit: PhP 1433.73
Day 639 	Buy: PhP 7451.37
Day 640 	Sell: PhP 7387.87 | Profit: -PhP 63.50 	| Cumulative Profit: PhP 1370.23
Day 641 	Buy: PhP 7399.61
Day 642 	Sell: PhP 7376.80 | Profit: -PhP 22.81 	| Cumulative Profit: PhP 1347.42
Day 643 	Buy: PhP 7447.02
Day 644 	Sell: PhP 7514.00 | Profit: PhP 66.98 	| Cumulative Profit: PhP 1414.40
Day 645 	Buy: PhP 7665.85
Day 646 	Sell: PhP 7701.38 | Profit: PhP 35.53 	| Cumulative Profit: PhP 1449.93
Day 647 	Buy: PhP 7773.32
Day 648 	Sell: PhP 7672.00 | Profit: -PhP 101.32 	| Cumulative Profit: PhP 1348.61
Day 649 	Buy: PhP 7838.22
Day 650 	Sell: PhP 7759.55 | Profit: -PhP 78.67 	| Cumulative Profit: PhP 1269.94
Day 651 	Buy: PhP 7819.39
Day 652 	Sell: PhP 7817.31 | Profit: -PhP 2.08 	| Cumulative Profit: PhP 1267.86
Day 653 	Buy: PhP 7725.85
Day 654 	Sell: PhP 7851.46 | Profit: PhP 125.61 	| Cumulative Profit: PhP 1393.47
Day 655 	Buy: PhP 7820.71
Day 656 	Sell: PhP 7804.98 | Profit: -PhP 15.73 	| Cumulative Profit: PhP 1377.74
Day 657 	Buy: PhP 7635.27
Day 658 	Sell: PhP 7527.78 | Profit: -PhP 107.49 	| Cumulative Profit: PhP 1270.25
Day 659 	Buy: PhP 7540.92
Day 660 	Sell: PhP 7517.36 | Profit: -PhP 23.56 	| Cumulative Profit: PhP 1246.69
Day 661 	Buy: PhP 7583.52
Day 662 	Sell: PhP 7500.53 | Profit: -PhP 82.99 	| Cumulative Profit: PhP 1163.70
Day 663 	Buy: PhP 7632.26
Day 664 	Sell: PhP 7804.03 | Profit: PhP 171.77 	| Cumulative Profit: PhP 1335.47
Day 665 	Buy: PhP 7766.47
Day 666 	Sell: PhP 7844.61 | Profit: PhP 78.14 	| Cumulative Profit: PhP 1413.61
Day 667 	Buy: PhP 7830.96
Day 668 	Sell: PhP 7853.16 | Profit: PhP 22.20 	| Cumulative Profit: PhP 1435.81
Day 669 	Buy: PhP 7855.71
Day 670 	Sell: PhP 7832.22 | Profit: -PhP 23.49 	| Cumulative Profit: PhP 1412.32
Day 671 	Buy: PhP 7881.82
Day 672 	Sell: PhP 7752.27 | Profit: -PhP 129.55 	| Cumulative Profit: PhP 1282.77
Day 673 	Buy: PhP 7638.71
Day 674 	Sell: PhP 7598.64 | Profit: -PhP 40.07 	| Cumulative Profit: PhP 1242.70
Day 675 	Buy: PhP 7596.15
Day 676 	Sell: PhP 7518.01 | Profit: -PhP 78.14 	| Cumulative Profit: PhP 1164.56
Day 677 	Buy: PhP 7449.20
Day 678 	Sell: PhP 7517.37 | Profit: PhP 68.17 	| Cumulative Profit: PhP 1232.73
Day 679 	Buy: PhP 7413.15
Day 680 	Sell: PhP 7413.56 | Profit: PhP 0.41 	| Cumulative Profit: PhP 1233.14
Day 681 	Buy: PhP 7286.34
Day 682 	Sell: PhP 7221.23 | Profit: -PhP 65.11 	| Cumulative Profit: PhP 1168.03
Day 683 	Buy: PhP 7134.73
Day 684 	Sell: PhP 7383.00 | Profit: PhP 248.27 	| Cumulative Profit: PhP 1416.30
Day 685 	Buy: PhP 7433.61
Day 686 	Sell: PhP 7332.17 | Profit: -PhP 101.44 	| Cumulative Profit: PhP 1314.86
Day 687 	Buy: PhP 7268.21
Day 688 	Sell: PhP 7320.59 | Profit: PhP 52.38 	| Cumulative Profit: PhP 1367.24
Day 689 	Buy: PhP 7276.82
Day 690 	Sell: PhP 7222.08 | Profit: -PhP 54.74 	| Cumulative Profit: PhP 1312.50
Day 691 	Buy: PhP 7132.36
Day 692 	Sell: PhP 7210.87 | Profit: PhP 78.51 	| Cumulative Profit: PhP 1391.01
Day 693 	Buy: PhP 7093.34
Day 694 	Sell: PhP 7078.20 | Profit: -PhP 15.14 	| Cumulative Profit: PhP 1375.87
Day 695 	Buy: PhP 7050.82
Day 696 	Sell: PhP 7059.38 | Profit: PhP 8.56 	| Cumulative Profit: PhP 1384.43
Day 697 	Buy: PhP 7001.14
Day 698 	Sell: PhP 6884.38 | Profit: -PhP 116.76 	| Cumulative Profit: PhP 1267.67
Day 699 	Buy: PhP 7004.77
Day 700 	Sell: PhP 6926.51 | Profit: -PhP 78.26 	| Cumulative Profit: PhP 1189.41
Day 701 	Buy: PhP 6987.02
Day 702 	Sell: PhP 7099.68 | Profit: PhP 112.66 	| Cumulative Profit: PhP 1302.07
Day 703 	Buy: PhP 7141.25
Day 704 	Sell: PhP 7151.52 | Profit: PhP 10.27 	| Cumulative Profit: PhP 1312.34
Day 705 	Buy: PhP 7236.16
Day 706 	Sell: PhP 7197.62 | Profit: -PhP 38.54 	| Cumulative Profit: PhP 1273.80
Day 707 	Buy: PhP 7129.42
Day 708 	Sell: PhP 6966.84 | Profit: -PhP 162.58 	| Cumulative Profit: PhP 1111.22
Day 709 	Buy: PhP 7064.33
Day 710 	Hold...: 
Day 711 	Hold...: 
Day 712 	Sell: PhP 7140.29 | Profit: PhP 75.96 	| Cumulative Profit: PhP 1187.18
Day 713 	Buy: PhP 7213.44
Day 714 	Sell: PhP 7180.11 | Profit: -PhP 33.33 	| Cumulative Profit: PhP 1153.85
Day 715 	Buy: PhP 7133.93
Day 716 	Sell: PhP 7006.54 | Profit: -PhP 127.39 	| Cumulative Profit: PhP 1026.46
Day 717 	Buy: PhP 6968.82
Day 718 	Sell: PhP 6926.20 | Profit: -PhP 42.62 	| Cumulative Profit: PhP 983.84
Day 719 	Buy: PhP 6843.83
Day 720 	Sell: PhP 6923.08 | Profit: PhP 79.25 	| Cumulative Profit: PhP 1063.09
Day 721 	Buy: PhP 6952.59
Day 722 	Sell: PhP 7083.34 | Profit: PhP 130.75 	| Cumulative Profit: PhP 1193.84
Day 723 	Buy: PhP 7270.26
Day 724 	Sell: PhP 7302.94 | Profit: PhP 32.68 	| Cumulative Profit: PhP 1226.52
Day 725 	Buy: PhP 7265.45
Day 726 	Sell: PhP 7268.38 | Profit: PhP 2.93 	| Cumulative Profit: PhP 1229.45
Day 727 	Buy: PhP 7340.18
Day 728 	Hold...: 
Day 729 	Hold...: 
Day 730 	Hold...: 
Day 731 	Hold...: 
Day 732 	Hold...: 
Day 733 	Hold...: 
Day 734 	Hold...: 
Day 735 	Hold...: 
Day 736 	Hold...: 
Day 737 	Hold...: 
Day 738 	Hold...: 
Day 739 	Hold...: 
Day 740 	Hold...: 
Day 741 	Sell: PhP 7524.37 | Profit: PhP 184.19 	| Cumulative Profit: PhP 1413.64
Day 742 	Buy: PhP 7520.40
Day 743 	Sell: PhP 7420.40 | Profit: -PhP 100.00 	| Cumulative Profit: PhP 1313.64
Day 744 	Buy: PhP 7579.62
Day 745 	Sell: PhP 7563.41 | Profit: -PhP 16.21 	| Cumulative Profit: PhP 1297.43
Day 746 	Buy: PhP 7479.71
Day 747 	Sell: PhP 7450.01 | Profit: -PhP 29.70 	| Cumulative Profit: PhP 1267.73
Day 748 	Buy: PhP 7482.66
Day 749 	Sell: PhP 7466.02 | Profit: -PhP 16.64 	| Cumulative Profit: PhP 1251.09
Day 750 	Buy: PhP 7489.20
Day 751 	Hold...: 
Day 752 	Sell: PhP 7761.11 | Profit: PhP 271.91 	| Cumulative Profit: PhP 1523.00
Day 753 	Buy: PhP 7787.66
Day 754 	Sell: PhP 7702.12 | Profit: -PhP 85.54 	| Cumulative Profit: PhP 1437.46
Day 755 	Buy: PhP 7855.22
Day 756 	Sell: PhP 7985.23 | Profit: PhP 130.01 	| Cumulative Profit: PhP 1567.47
Day 757 	Buy: PhP 7904.09
Day 758 	Sell: PhP 8024.14 | Profit: PhP 120.05 	| Cumulative Profit: PhP 1687.52
Day 759 	Buy: PhP 8013.42
Day 760 	Sell: PhP 7864.70 | Profit: -PhP 148.72 	| Cumulative Profit: PhP 1538.80
Day 761 	Buy: PhP 7927.20
Day 762 	Sell: PhP 8047.12 | Profit: PhP 119.92 	| Cumulative Profit: PhP 1658.72
Day 763 	Buy: PhP 8007.46
Day 764 	Sell: PhP 8008.67 | Profit: PhP 1.21 	| Cumulative Profit: PhP 1659.93
Day 765 	Buy: PhP 7989.65
Day 766 	Sell: PhP 8064.90 | Profit: PhP 75.25 	| Cumulative Profit: PhP 1735.18
Day 767 	Buy: PhP 8053.20
Day 768 	Sell: PhP 8053.92 | Profit: PhP 0.72 	| Cumulative Profit: PhP 1735.90
Day 769 	Buy: PhP 8050.82
Day 770 	Sell: PhP 7979.95 | Profit: -PhP 70.87 	| Cumulative Profit: PhP 1665.03
Day 771 	Buy: PhP 8007.48
Day 772 	Sell: PhP 8144.16 | Profit: PhP 136.68 	| Cumulative Profit: PhP 1801.71
Day 773 	Buy: PhP 8069.48
Day 774 	Sell: PhP 8058.45 | Profit: -PhP 11.03 	| Cumulative Profit: PhP 1790.68
Day 775 	Buy: PhP 8100.30
Day 776 	Sell: PhP 8070.89 | Profit: -PhP 29.41 	| Cumulative Profit: PhP 1761.27
Day 777 	Buy: PhP 8061.54
Day 778 	Sell: PhP 8009.92 | Profit: -PhP 51.62 	| Cumulative Profit: PhP 1709.65
Day 779 	Buy: PhP 7920.24
Day 780 	Sell: PhP 7991.25 | Profit: PhP 71.01 	| Cumulative Profit: PhP 1780.66
Day 781 	Buy: PhP 7908.89
Day 782 	Sell: PhP 7910.58 | Profit: PhP 1.69 	| Cumulative Profit: PhP 1782.35
Day 783 	Buy: PhP 7833.75
Day 784 	Hold...: 
Day 785 	Sell: PhP 7931.30 | Profit: PhP 97.55 	| Cumulative Profit: PhP 1879.90
Day 786 	Buy: PhP 7962.13
Day 787 	Hold...: 
Day 788 	Sell: PhP 7889.12 | Profit: -PhP 73.01 	| Cumulative Profit: PhP 1806.89
Day 789 	Buy: PhP 7705.49
Day 790 	Hold...: 
Day 791 	Hold...: 
Day 792 	Hold...: 
Day 793 	Hold...: 
Day 794 	Hold...: 
Day 795 	Hold...: 
Day 796 	Hold...: 
Day 797 	Sell: PhP 7747.54 | Profit: PhP 42.05 	| Cumulative Profit: PhP 1848.94
Day 798 	Buy: PhP 7766.15
Day 799 	Sell: PhP 7750.42 | Profit: -PhP 15.73 	| Cumulative Profit: PhP 1833.21
Day 800 	Buy: PhP 7798.28
Day 801 	Sell: PhP 7873.02 | Profit: PhP 74.74 	| Cumulative Profit: PhP 1907.95
Day 802 	Buy: PhP 7843.41
Day 803 	Sell: PhP 7858.20 | Profit: PhP 14.79 	| Cumulative Profit: PhP 1922.74
Day 804 	Buy: PhP 7954.72
Day 805 	Sell: PhP 8013.42 | Profit: PhP 58.70 	| Cumulative Profit: PhP 1981.44
Day 806 	Buy: PhP 7863.02
Day 807 	Sell: PhP 7907.03 | Profit: PhP 44.01 	| Cumulative Profit: PhP 2025.45
Day 808 	Buy: PhP 7861.05
Day 809 	Sell: PhP 7876.40 | Profit: PhP 15.35 	| Cumulative Profit: PhP 2040.80
Day 810 	Buy: PhP 7920.93
Day 811 	Sell: PhP 7840.31 | Profit: -PhP 80.62 	| Cumulative Profit: PhP 1960.18
Day 812 	Buy: PhP 7879.21
Day 813 	Sell: PhP 7895.06 | Profit: PhP 15.85 	| Cumulative Profit: PhP 1976.03
Day 814 	Buy: PhP 7854.13
Day 815 	Sell: PhP 7873.18 | Profit: PhP 19.05 	| Cumulative Profit: PhP 1995.08
Day 816 	Buy: PhP 7915.63
Day 817 	Sell: PhP 8008.53 | Profit: PhP 92.90 	| Cumulative Profit: PhP 2087.98
Day 818 	Buy: PhP 7955.80
Day 819 	Sell: PhP 7880.82 | Profit: -PhP 74.98 	| Cumulative Profit: PhP 2013.00
Day 820 	Buy: PhP 7787.98
Day 821 	Sell: PhP 7826.46 | Profit: PhP 38.48 	| Cumulative Profit: PhP 2051.48
Day 822 	Buy: PhP 7835.15
Day 823 	Sell: PhP 7832.43 | Profit: -PhP 2.72 	| Cumulative Profit: PhP 2048.76
Day 824 	Buy: PhP 7818.93
Day 825 	Sell: PhP 7846.99 | Profit: PhP 28.06 	| Cumulative Profit: PhP 2076.82
Day 826 	Buy: PhP 7894.45
Day 827 	Sell: PhP 7868.28 | Profit: -PhP 26.17 	| Cumulative Profit: PhP 2050.65
Day 828 	Buy: PhP 7897.02
Day 829 	Sell: PhP 7952.72 | Profit: PhP 55.70 	| Cumulative Profit: PhP 2106.35
Day 830 	Buy: PhP 8001.57
Day 831 	Sell: PhP 7967.98 | Profit: -PhP 33.59 	| Cumulative Profit: PhP 2072.76
Day 832 	Buy: PhP 7862.30
Day 833 	Sell: PhP 7910.63 | Profit: PhP 48.33 	| Cumulative Profit: PhP 2121.09
Day 834 	Buy: PhP 7926.69
Day 835 	Sell: PhP 7755.62 | Profit: -PhP 171.07 	| Cumulative Profit: PhP 1950.02
Day 836 	Buy: PhP 7742.20
Day 837 	Sell: PhP 7646.66 | Profit: -PhP 95.54 	| Cumulative Profit: PhP 1854.48
Day 838 	Buy: PhP 7576.71
Day 839 	Sell: PhP 7475.16 | Profit: -PhP 101.55 	| Cumulative Profit: PhP 1752.93
Day 840 	Buy: PhP 7583.82
Day 841 	Sell: PhP 7660.14 | Profit: PhP 76.32 	| Cumulative Profit: PhP 1829.25
Day 842 	Buy: PhP 7721.56
Day 843 	Sell: PhP 7815.07 | Profit: PhP 93.51 	| Cumulative Profit: PhP 1922.76
Day 844 	Buy: PhP 7804.03
Day 845 	Sell: PhP 7747.09 | Profit: -PhP 56.94 	| Cumulative Profit: PhP 1865.82
Day 846 	Buy: PhP 7725.01
Day 847 	Hold...: 
Day 848 	Hold...: 
Day 849 	Hold...: 
Day 850 	Hold...: 
Day 851 	Sell: PhP 8084.88 | Profit: PhP 359.87 	| Cumulative Profit: PhP 2225.69
Day 852 	Buy: PhP 7945.37
Day 853 	Sell: PhP 7959.86 | Profit: PhP 14.49 	| Cumulative Profit: PhP 2240.18
Day 854 	Buy: PhP 7983.98
Day 855 	Sell: PhP 8045.39 | Profit: PhP 61.41 	| Cumulative Profit: PhP 2301.59
Day 856 	Buy: PhP 8030.98
Day 857 	Sell: PhP 8051.76 | Profit: PhP 20.78 	| Cumulative Profit: PhP 2322.37
Day 858 	Buy: PhP 7990.20
Day 859 	Sell: PhP 7908.99 | Profit: -PhP 81.21 	| Cumulative Profit: PhP 2241.16
Day 860 	Buy: PhP 7922.04
Day 861 	Sell: PhP 8017.01 | Profit: PhP 94.97 	| Cumulative Profit: PhP 2336.13
Day 862 	Buy: PhP 8022.42
Day 863 	Sell: PhP 8055.47 | Profit: PhP 33.05 	| Cumulative Profit: PhP 2369.18
Day 864 	Buy: PhP 8060.58
Day 865 	Sell: PhP 8034.09 | Profit: -PhP 26.49 	| Cumulative Profit: PhP 2342.69
Day 866 	Buy: PhP 8013.57
Day 867 	Sell: PhP 8057.64 | Profit: PhP 44.07 	| Cumulative Profit: PhP 2386.76
Day 868 	Buy: PhP 7999.71
Day 869 	Sell: PhP 8043.71 | Profit: PhP 44.00 	| Cumulative Profit: PhP 2430.76
Day 870 	Buy: PhP 8093.60
Day 871 	Sell: PhP 8092.68 | Profit: -PhP 0.92 	| Cumulative Profit: PhP 2429.84
Day 872 	Buy: PhP 8064.92
Day 873 	Sell: PhP 8117.94 | Profit: PhP 53.02 	| Cumulative Profit: PhP 2482.86
Day 874 	Buy: PhP 8051.52
Day 875 	Sell: PhP 8042.04 | Profit: -PhP 9.48 	| Cumulative Profit: PhP 2473.38
Day 876 	Buy: PhP 8078.21
Day 877 	Sell: PhP 8154.49 | Profit: PhP 76.28 	| Cumulative Profit: PhP 2549.66
Day 878 	Buy: PhP 8141.82
Day 879 	Sell: PhP 8365.29 | Profit: PhP 223.47 	| Cumulative Profit: PhP 2773.13
Day 880 	Buy: PhP 8263.57
Day 881 	Sell: PhP 8233.48 | Profit: -PhP 30.09 	| Cumulative Profit: PhP 2743.04
Day 882 	Buy: PhP 8258.05
Day 883 	Sell: PhP 8270.07 | Profit: PhP 12.02 	| Cumulative Profit: PhP 2755.07
Day 884 	Buy: PhP 8246.83
Day 885 	Sell: PhP 8251.46 | Profit: PhP 4.63 	| Cumulative Profit: PhP 2759.70
Day 886 	Buy: PhP 8161.49
Day 887 	Sell: PhP 8272.18 | Profit: PhP 110.69 	| Cumulative Profit: PhP 2870.38
Day 888 	Buy: PhP 8183.99
Day 889 	Sell: PhP 8188.52 | Profit: PhP 4.53 	| Cumulative Profit: PhP 2874.91
Day 890 	Buy: PhP 8150.46
Day 891 	Sell: PhP 8045.80 | Profit: -PhP 104.66 	| Cumulative Profit: PhP 2770.25
Day 892 	Buy: PhP 8098.16
Day 893 	Sell: PhP 8129.93 | Profit: PhP 31.77 	| Cumulative Profit: PhP 2802.02
Day 894 	Buy: PhP 7890.02
Day 895 	Sell: PhP 7766.75 | Profit: -PhP 123.27 	| Cumulative Profit: PhP 2678.75
Day 896 	Buy: PhP 7917.39
Day 897 	Sell: PhP 7914.16 | Profit: -PhP 3.23 	| Cumulative Profit: PhP 2675.52
Day 898 	Buy: PhP 7854.39
Day 899 	Sell: PhP 7788.45 | Profit: -PhP 65.94 	| Cumulative Profit: PhP 2609.58
Day 900 	Buy: PhP 7858.65
Day 901 	Sell: PhP 7828.86 | Profit: -PhP 29.79 	| Cumulative Profit: PhP 2579.79
Day 902 	Buy: PhP 7795.98
Day 903 	Sell: PhP 7938.35 | Profit: PhP 142.37 	| Cumulative Profit: PhP 2722.16
Day 904 	Buy: PhP 7886.91
Day 905 	Sell: PhP 7848.83 | Profit: -PhP 38.08 	| Cumulative Profit: PhP 2684.08
Day 906 	Buy: PhP 7889.41
Day 907 	Sell: PhP 7747.38 | Profit: -PhP 142.03 	| Cumulative Profit: PhP 2542.05
Day 908 	Buy: PhP 7847.50
Day 909 	Sell: PhP 7892.81 | Profit: PhP 45.31 	| Cumulative Profit: PhP 2587.36
Day 910 	Buy: PhP 7979.66
Day 911 	Sell: PhP 7918.53 | Profit: -PhP 61.13 	| Cumulative Profit: PhP 2526.23
Day 912 	Buy: PhP 7804.71
Day 913 	Sell: PhP 7840.86 | Profit: PhP 36.15 	| Cumulative Profit: PhP 2562.38
Day 914 	Buy: PhP 7898.19
Day 915 	Sell: PhP 7933.47 | Profit: PhP 35.28 	| Cumulative Profit: PhP 2597.66
Day 916 	Buy: PhP 7960.12
Day 917 	Sell: PhP 7929.48 | Profit: -PhP 30.64 	| Cumulative Profit: PhP 2567.02
Day 918 	Buy: PhP 7967.90
Day 919 	Sell: PhP 7944.43 | Profit: -PhP 23.47 	| Cumulative Profit: PhP 2543.55
Day 920 	Buy: PhP 7992.32
Day 921 	Sell: PhP 7996.90 | Profit: PhP 4.58 	| Cumulative Profit: PhP 2548.13
Day 922 	Buy: PhP 7932.23
Day 923 	Sell: PhP 7915.29 | Profit: -PhP 16.94 	| Cumulative Profit: PhP 2531.19
Day 924 	Buy: PhP 7911.32
Day 925 	Sell: PhP 7871.11 | Profit: -PhP 40.21 	| Cumulative Profit: PhP 2490.98
Day 926 	Buy: PhP 7867.51
Day 927 	Sell: PhP 7893.94 | Profit: PhP 26.43 	| Cumulative Profit: PhP 2517.41
Day 928 	Buy: PhP 7896.24
Day 929 	Sell: PhP 7896.48 | Profit: PhP 0.24 	| Cumulative Profit: PhP 2517.65
Day 930 	Buy: PhP 7819.22
Day 931 	Sell: PhP 7779.07 | Profit: -PhP 40.15 	| Cumulative Profit: PhP 2477.50
Day 932 	Buy: PhP 7739.86
Day 933 	Sell: PhP 7610.68 | Profit: -PhP 129.18 	| Cumulative Profit: PhP 2348.32
Day 934 	Buy: PhP 7545.55
Day 935 	Sell: PhP 7704.60 | Profit: PhP 159.05 	| Cumulative Profit: PhP 2507.37
Day 936 	Buy: PhP 7683.22
Day 937 	Sell: PhP 7756.72 | Profit: PhP 73.50 	| Cumulative Profit: PhP 2580.87
Day 938 	Buy: PhP 7681.25
Day 939 	Sell: PhP 7765.03 | Profit: PhP 83.78 	| Cumulative Profit: PhP 2664.65
Day 940 	Buy: PhP 7849.94
Day 941 	Sell: PhP 7884.29 | Profit: PhP 34.35 	| Cumulative Profit: PhP 2699.00
Day 942 	Buy: PhP 7840.31
Day 943 	Sell: PhP 7915.30 | Profit: PhP 74.99 	| Cumulative Profit: PhP 2773.99
Day 944 	Buy: PhP 7930.55
Day 945 	Hold...: 
Day 946 	Sell: PhP 7891.13 | Profit: -PhP 39.42 	| Cumulative Profit: PhP 2734.57
Day 947 	Buy: PhP 7955.24
Day 948 	Hold...: 
Day 949 	Hold...: 
Day 950 	Hold...: 
Day 951 	Hold...: 
Day 952 	Hold...: 
Day 953 	Hold...: 
Day 954 	Hold...: 
Day 955 	Hold...: 
Day 956 	Sell: PhP 8104.85 | Profit: PhP 149.61 	| Cumulative Profit: PhP 2884.18
Day 957 	Buy: PhP 8025.88
Day 958 	Sell: PhP 8073.81 | Profit: PhP 47.93 	| Cumulative Profit: PhP 2932.11
Day 959 	Buy: PhP 8065.76
Day 960 	Sell: PhP 8009.38 | Profit: -PhP 56.38 	| Cumulative Profit: PhP 2875.73
Day 961 	Buy: PhP 8012.34
Day 962 	Sell: PhP 7947.47 | Profit: -PhP 64.87 	| Cumulative Profit: PhP 2810.86
Day 963 	Buy: PhP 7933.71
Day 964 	Sell: PhP 7932.96 | Profit: -PhP 0.75 	| Cumulative Profit: PhP 2810.11
Day 965 	Buy: PhP 7880.94
Day 966 	Sell: PhP 7912.14 | Profit: PhP 31.20 	| Cumulative Profit: PhP 2841.31
Day 967 	Buy: PhP 7898.06
Day 968 	Sell: PhP 7818.89 | Profit: -PhP 79.17 	| Cumulative Profit: PhP 2762.15
Day 969 	Buy: PhP 7818.89
Day 970 	Sell: PhP 7771.62 | Profit: -PhP 47.27 	| Cumulative Profit: PhP 2714.87
Day 971 	Buy: PhP 7707.80
Day 972 	Sell: PhP 7836.89 | Profit: PhP 129.09 	| Cumulative Profit: PhP 2843.97
Day 973 	Buy: PhP 7768.66
Day 974 	Sell: PhP 7738.96 | Profit: -PhP 29.70 	| Cumulative Profit: PhP 2814.27
Day 975 	Buy: PhP 7877.19
Day 976 	Sell: PhP 7855.18 | Profit: -PhP 22.01 	| Cumulative Profit: PhP 2792.26
Day 977 	Buy: PhP 7815.93
Day 978 	Sell: PhP 7790.91 | Profit: -PhP 25.02 	| Cumulative Profit: PhP 2767.24
Day 979 	Buy: PhP 7801.72
Day 980 	Sell: PhP 7779.80 | Profit: -PhP 21.92 	| Cumulative Profit: PhP 2745.31
Day 981 	Buy: PhP 7736.18
Day 982 	Sell: PhP 7786.41 | Profit: PhP 50.23 	| Cumulative Profit: PhP 2795.54
Day 983 	Buy: PhP 7741.07
Day 984 	Sell: PhP 7877.63 | Profit: PhP 136.56 	| Cumulative Profit: PhP 2932.10
Day 985 	Buy: PhP 7701.60
Day 986 	Sell: PhP 7730.45 | Profit: PhP 28.85 	| Cumulative Profit: PhP 2960.96
Day 987 	Buy: PhP 7733.67
Day 988 	Sell: PhP 7653.94 | Profit: -PhP 79.73 	| Cumulative Profit: PhP 2881.23
Day 989 	Buy: PhP 7773.12
Day 990 	Sell: PhP 7872.60 | Profit: PhP 99.48 	| Cumulative Profit: PhP 2980.71
Day 991 	Buy: PhP 7842.28
===============================================
Total Profit: PhP 2980.71
===============================================
INFO:tensorflow:Assets written to: window10/assets

Case 2: Window size of 30 trading days

In [143]:
window_size = 30

markers30 = run_rl_stocks(stock_name, window_size, batch_size, epoch_count)

Epoch 1/1
Day 0 	Buy: PhP 6911.86
Day 1 	Hold...: 
Day 2 	Sell: PhP 6848.25 | Profit: -PhP 63.61 	| Cumulative Profit: -PhP 63.61
Day 3 	Buy: PhP 6820.60
Day 4 	Sell: PhP 6735.01 | Profit: -PhP 85.59 	| Cumulative Profit: -PhP 149.20
Day 5 	Buy: PhP 6745.99
Day 6 	Hold...: 
Day 7 	Sell: PhP 6807.72 | Profit: PhP 61.73 	| Cumulative Profit: -PhP 87.47
Day 8 	Buy: PhP 6905.70
Day 9 	Hold...: 
Day 10 	Sell: PhP 6910.34 | Profit: PhP 4.64 	| Cumulative Profit: -PhP 82.83
Day 11 	Buy: PhP 6966.18
Day 12 	Sell: PhP 7002.42 | Profit: PhP 36.24 	| Cumulative Profit: -PhP 46.59
Day 13 	Buy: PhP 6983.61
Day 14 	Hold...: 
Day 15 	Hold...: 
Day 16 	Hold...: 
Day 17 	Sell: PhP 6813.90 | Profit: -PhP 169.71 	| Cumulative Profit: -PhP 216.30
Day 18 	Buy: PhP 6618.88
Day 19 	Sell: PhP 6575.43 | Profit: -PhP 43.45 	| Cumulative Profit: -PhP 259.75
Day 20 	Buy: PhP 6288.26
Day 21 	Sell: PhP 6330.55 | Profit: PhP 42.29 	| Cumulative Profit: -PhP 217.46
Day 22 	Buy: PhP 6494.13
Day 23 	Sell: PhP 6408.76 | Profit: -PhP 85.37 	| Cumulative Profit: -PhP 302.83
Day 24 	Buy: PhP 6449.50
Day 25 	Sell: PhP 6335.09 | Profit: -PhP 114.41 	| Cumulative Profit: -PhP 417.24
Day 26 	Buy: PhP 6357.05
Day 27 	Hold...: 
Day 28 	Hold...: 
Day 29 	Hold...: 
Day 30 	Hold...: 
Day 31 	Hold...: 
Day 32 	Sell: PhP 6507.22 | Profit: PhP 150.17 	| Cumulative Profit: -PhP 267.07
Day 33 	Buy: PhP 6563.38
Day 34 	Hold...: 
Day 35 	Sell: PhP 6701.36 | Profit: PhP 137.98 	| Cumulative Profit: -PhP 129.09
Day 36 	Buy: PhP 6642.45
Day 37 	Sell: PhP 6521.48 | Profit: -PhP 120.97 	| Cumulative Profit: -PhP 250.06
Day 38 	Buy: PhP 6652.83
Day 39 	Hold...: 
Day 40 	Hold...: 
Day 41 	Sell: PhP 6637.48 | Profit: -PhP 15.35 	| Cumulative Profit: -PhP 265.41
Day 42 	Buy: PhP 6663.43
Day 43 	Hold...: 
Day 44 	Hold...: 
Day 45 	Sell: PhP 6743.95 | Profit: PhP 80.52 	| Cumulative Profit: -PhP 184.89
Day 46 	Buy: PhP 6756.82
Day 47 	Sell: PhP 6848.87 | Profit: PhP 92.05 	| Cumulative Profit: -PhP 92.84
Day 48 	Buy: PhP 6792.06
Day 49 	Hold...: 
Day 50 	Sell: PhP 6819.34 | Profit: PhP 27.28 	| Cumulative Profit: -PhP 65.56
Day 51 	Buy: PhP 6769.26
Day 52 	Sell: PhP 6771.30 | Profit: PhP 2.04 	| Cumulative Profit: -PhP 63.52
Day 53 	Buy: PhP 6671.04
Day 54 	Sell: PhP 6729.53 | Profit: PhP 58.49 	| Cumulative Profit: -PhP 5.03
Day 55 	Buy: PhP 6882.45
Day 56 	Hold...: 
Day 57 	Hold...: 
Day 58 	Sell: PhP 6892.69 | Profit: PhP 10.24 	| Cumulative Profit: PhP 5.21
Day 59 	Buy: PhP 6915.51
Day 60 	Hold...: 
Day 61 	Sell: PhP 7048.08 | Profit: PhP 132.57 	| Cumulative Profit: PhP 137.78
Day 62 	Buy: PhP 7098.64
Day 63 	Hold...: 
Day 64 	Sell: PhP 7148.26 | Profit: PhP 49.62 	| Cumulative Profit: PhP 187.40
Day 65 	Buy: PhP 7065.39
Day 66 	Sell: PhP 7210.90 | Profit: PhP 145.51 	| Cumulative Profit: PhP 332.91
Day 67 	Buy: PhP 7306.74
Day 68 	Sell: PhP 7376.41 | Profit: PhP 69.67 	| Cumulative Profit: PhP 402.58
Day 69 	Buy: PhP 7342.03
Day 70 	Sell: PhP 7360.05 | Profit: PhP 18.02 	| Cumulative Profit: PhP 420.60
Day 71 	Buy: PhP 7334.52
Day 72 	Sell: PhP 7274.40 | Profit: -PhP 60.12 	| Cumulative Profit: PhP 360.48
Day 73 	Buy: PhP 7299.23
Day 74 	Sell: PhP 7262.30 | Profit: -PhP 36.93 	| Cumulative Profit: PhP 323.55
Day 75 	Buy: PhP 7245.13
Day 76 	Sell: PhP 7254.53 | Profit: PhP 9.40 	| Cumulative Profit: PhP 332.95
Day 77 	Buy: PhP 7219.23
Day 78 	Sell: PhP 7180.55 | Profit: -PhP 38.68 	| Cumulative Profit: PhP 294.27
Day 79 	Buy: PhP 7232.97
Day 80 	Sell: PhP 7247.20 | Profit: PhP 14.23 	| Cumulative Profit: PhP 308.50
Day 81 	Buy: PhP 7291.43
Day 82 	Sell: PhP 7306.56 | Profit: PhP 15.13 	| Cumulative Profit: PhP 323.63
Day 83 	Buy: PhP 7341.00
Day 84 	Sell: PhP 7357.28 | Profit: PhP 16.28 	| Cumulative Profit: PhP 339.91
Day 85 	Buy: PhP 7321.30
Day 86 	Sell: PhP 7243.40 | Profit: -PhP 77.90 	| Cumulative Profit: PhP 262.01
Day 87 	Buy: PhP 7215.09
Day 88 	Hold...: 
Day 89 	Sell: PhP 7257.85 | Profit: PhP 42.76 	| Cumulative Profit: PhP 304.77
Day 90 	Buy: PhP 7255.39
Day 91 	Sell: PhP 7250.13 | Profit: -PhP 5.26 	| Cumulative Profit: PhP 299.51
Day 92 	Buy: PhP 7211.92
Day 93 	Sell: PhP 7180.53 | Profit: -PhP 31.39 	| Cumulative Profit: PhP 268.12
Day 94 	Buy: PhP 7162.56
Day 95 	Sell: PhP 7159.29 | Profit: -PhP 3.27 	| Cumulative Profit: PhP 264.85
Day 96 	Buy: PhP 7053.88
Day 97 	Hold...: 
Day 98 	Sell: PhP 7081.86 | Profit: PhP 27.98 	| Cumulative Profit: PhP 292.83
Day 99 	Buy: PhP 6999.75
Day 100 	Hold...: 
Day 101 	Sell: PhP 7174.88 | Profit: PhP 175.13 	| Cumulative Profit: PhP 467.96
Day 102 	Buy: PhP 7396.52
Day 103 	Sell: PhP 7325.04 | Profit: -PhP 71.48 	| Cumulative Profit: PhP 396.48
Day 104 	Buy: PhP 7436.79
Day 105 	Sell: PhP 7511.74 | Profit: PhP 74.95 	| Cumulative Profit: PhP 471.43
Day 106 	Buy: PhP 7524.84
Day 107 	Sell: PhP 7534.30 | Profit: PhP 9.46 	| Cumulative Profit: PhP 480.89
Day 108 	Buy: PhP 7427.33
Day 109 	Sell: PhP 7299.03 | Profit: -PhP 128.30 	| Cumulative Profit: PhP 352.59
Day 110 	Buy: PhP 7306.69
Day 111 	Hold...: 
Day 112 	Hold...: 
Day 113 	Sell: PhP 7376.38 | Profit: PhP 69.69 	| Cumulative Profit: PhP 422.28
Day 114 	Buy: PhP 7411.68
Day 115 	Hold...: 
Day 116 	Sell: PhP 7401.60 | Profit: -PhP 10.08 	| Cumulative Profit: PhP 412.20
Day 117 	Buy: PhP 7500.79
Day 118 	Sell: PhP 7464.59 | Profit: -PhP 36.20 	| Cumulative Profit: PhP 376.00
Day 119 	Buy: PhP 7514.22
Day 120 	Sell: PhP 7598.22 | Profit: PhP 84.00 	| Cumulative Profit: PhP 460.00
Day 121 	Buy: PhP 7710.54
Day 122 	Hold...: 
Day 123 	Sell: PhP 7536.65 | Profit: -PhP 173.89 	| Cumulative Profit: PhP 286.11
Day 124 	Buy: PhP 7509.94
Day 125 	Sell: PhP 7554.40 | Profit: PhP 44.46 	| Cumulative Profit: PhP 330.57
Day 126 	Buy: PhP 7460.12
Day 127 	Sell: PhP 7501.65 | Profit: PhP 41.53 	| Cumulative Profit: PhP 372.10
Day 128 	Buy: PhP 7564.47
Day 129 	Hold...: 
Day 130 	Hold...: 
Day 131 	Sell: PhP 7767.23 | Profit: PhP 202.76 	| Cumulative Profit: PhP 574.86
Day 132 	Buy: PhP 7756.37
Day 133 	Sell: PhP 7729.78 | Profit: -PhP 26.59 	| Cumulative Profit: PhP 548.27
Day 134 	Buy: PhP 7629.72
Day 135 	Sell: PhP 7715.90 | Profit: PhP 86.18 	| Cumulative Profit: PhP 634.45
Day 136 	Buy: PhP 7666.69
Day 137 	Hold...: 
Day 138 	Sell: PhP 7796.25 | Profit: PhP 129.56 	| Cumulative Profit: PhP 764.01
Day 139 	Buy: PhP 7830.35
Day 140 	Hold...: 
Day 141 	Hold...: 
Day 142 	Sell: PhP 7753.46 | Profit: -PhP 76.89 	| Cumulative Profit: PhP 687.12
Day 143 	Buy: PhP 7771.52
Day 144 	Sell: PhP 7865.27 | Profit: PhP 93.75 	| Cumulative Profit: PhP 780.87
Day 145 	Buy: PhP 7937.95
Day 146 	Sell: PhP 7944.02 | Profit: PhP 6.07 	| Cumulative Profit: PhP 786.94
Day 147 	Buy: PhP 7956.14
Day 148 	Sell: PhP 8030.06 | Profit: PhP 73.92 	| Cumulative Profit: PhP 860.86
Day 149 	Buy: PhP 7986.25
Day 150 	Sell: PhP 8036.01 | Profit: PhP 49.76 	| Cumulative Profit: PhP 910.62
Day 151 	Buy: PhP 8051.97
Day 152 	Hold...: 
Day 153 	Sell: PhP 8025.35 | Profit: -PhP 26.62 	| Cumulative Profit: PhP 884.00
Day 154 	Buy: PhP 8049.13
Day 155 	Sell: PhP 8024.54 | Profit: -PhP 24.59 	| Cumulative Profit: PhP 859.41
Day 156 	Buy: PhP 8100.48
Day 157 	Sell: PhP 8024.98 | Profit: -PhP 75.50 	| Cumulative Profit: PhP 783.91
Day 158 	Buy: PhP 7963.11
Day 159 	Sell: PhP 8069.81 | Profit: PhP 106.70 	| Cumulative Profit: PhP 890.61
Day 160 	Buy: PhP 8037.78
Day 161 	Sell: PhP 7888.44 | Profit: -PhP 149.34 	| Cumulative Profit: PhP 741.27
Day 162 	Buy: PhP 7978.57
Day 163 	Hold...: 
Day 164 	Sell: PhP 7993.58 | Profit: PhP 15.01 	| Cumulative Profit: PhP 756.28
Day 165 	Buy: PhP 8055.06
Day 166 	Hold...: 
Day 167 	Hold...: 
Day 168 	Sell: PhP 7955.86 | Profit: -PhP 99.20 	| Cumulative Profit: PhP 657.08
Day 169 	Buy: PhP 7960.17
Day 170 	Sell: PhP 7983.38 | Profit: PhP 23.21 	| Cumulative Profit: PhP 680.29
Day 171 	Buy: PhP 7946.19
Day 172 	Sell: PhP 7952.81 | Profit: PhP 6.62 	| Cumulative Profit: PhP 686.91
Day 173 	Buy: PhP 7930.75
Day 174 	Sell: PhP 7981.21 | Profit: PhP 50.46 	| Cumulative Profit: PhP 737.37
Day 175 	Buy: PhP 7935.18
Day 176 	Sell: PhP 7866.13 | Profit: -PhP 69.05 	| Cumulative Profit: PhP 668.32
Day 177 	Buy: PhP 7854.54
Day 178 	Hold...: 
Day 179 	Sell: PhP 7794.93 | Profit: -PhP 59.61 	| Cumulative Profit: PhP 608.71
Day 180 	Buy: PhP 7787.37
Day 181 	Sell: PhP 7773.31 | Profit: -PhP 14.06 	| Cumulative Profit: PhP 594.65
Day 182 	Buy: PhP 7807.42
Day 183 	Sell: PhP 7764.05 | Profit: -PhP 43.37 	| Cumulative Profit: PhP 551.28
Day 184 	Buy: PhP 7719.18
Day 185 	Sell: PhP 7619.10 | Profit: -PhP 100.08 	| Cumulative Profit: PhP 451.20
Day 186 	Buy: PhP 7667.07
Day 187 	Sell: PhP 7581.79 | Profit: -PhP 85.28 	| Cumulative Profit: PhP 365.92
Day 188 	Buy: PhP 7550.27
Day 189 	Sell: PhP 7546.01 | Profit: -PhP 4.26 	| Cumulative Profit: PhP 361.66
Day 190 	Buy: PhP 7708.42
Day 191 	Sell: PhP 7553.76 | Profit: -PhP 154.66 	| Cumulative Profit: PhP 207.00
Day 192 	Buy: PhP 7575.84
Day 193 	Sell: PhP 7671.72 | Profit: PhP 95.88 	| Cumulative Profit: PhP 302.88
Day 194 	Buy: PhP 7675.42
Day 195 	Sell: PhP 7762.35 | Profit: PhP 86.93 	| Cumulative Profit: PhP 389.81
Day 196 	Buy: PhP 7723.60
Day 197 	Sell: PhP 7632.46 | Profit: -PhP 91.14 	| Cumulative Profit: PhP 298.67
Day 198 	Buy: PhP 7557.34
Day 199 	Sell: PhP 7586.96 | Profit: PhP 29.62 	| Cumulative Profit: PhP 328.29
Day 200 	Buy: PhP 7714.86
Day 201 	Sell: PhP 7629.73 | Profit: -PhP 85.13 	| Cumulative Profit: PhP 243.16
Day 202 	Buy: PhP 7677.73
Day 203 	Sell: PhP 7719.24 | Profit: PhP 41.51 	| Cumulative Profit: PhP 284.67
Day 204 	Buy: PhP 7639.79
Day 205 	Hold...: 
Day 206 	Hold...: 
Day 207 	Sell: PhP 7534.71 | Profit: -PhP 105.08 	| Cumulative Profit: PhP 179.59
Day 208 	Buy: PhP 7520.82
Day 209 	Sell: PhP 7429.82 | Profit: -PhP 91.00 	| Cumulative Profit: PhP 88.59
Day 210 	Buy: PhP 7312.18
Day 211 	Sell: PhP 7389.30 | Profit: PhP 77.12 	| Cumulative Profit: PhP 165.71
Day 212 	Buy: PhP 7358.21
Day 213 	Sell: PhP 7571.15 | Profit: PhP 212.94 	| Cumulative Profit: PhP 378.65
Day 214 	Buy: PhP 7721.57
Day 215 	Sell: PhP 7713.32 | Profit: -PhP 8.25 	| Cumulative Profit: PhP 370.40
Day 216 	Buy: PhP 7650.22
Day 217 	Hold...: 
Day 218 	Hold...: 
Day 219 	Hold...: 
Day 220 	Sell: PhP 7445.14 | Profit: -PhP 205.08 	| Cumulative Profit: PhP 165.32
Day 221 	Buy: PhP 7404.80
Day 222 	Hold...: 
Day 223 	Sell: PhP 7160.91 | Profit: -PhP 243.89 	| Cumulative Profit: -PhP 78.57
Day 224 	Buy: PhP 7227.37
Day 225 	Sell: PhP 7197.19 | Profit: -PhP 30.18 	| Cumulative Profit: -PhP 108.75
Day 226 	Buy: PhP 7307.80
Day 227 	Sell: PhP 7119.04 | Profit: -PhP 188.76 	| Cumulative Profit: -PhP 297.51
Day 228 	Buy: PhP 7181.87
Day 229 	Sell: PhP 6975.09 | Profit: -PhP 206.78 	| Cumulative Profit: -PhP 504.29
Day 230 	Buy: PhP 6871.48
Day 231 	Sell: PhP 6857.15 | Profit: -PhP 14.33 	| Cumulative Profit: -PhP 518.62
Day 232 	Buy: PhP 6966.28
Day 233 	Sell: PhP 7050.12 | Profit: PhP 83.84 	| Cumulative Profit: -PhP 434.78
Day 234 	Buy: PhP 7067.73
Day 235 	Sell: PhP 6979.06 | Profit: -PhP 88.67 	| Cumulative Profit: -PhP 523.45
Day 236 	Buy: PhP 6802.73
Day 237 	Sell: PhP 6836.64 | Profit: PhP 33.91 	| Cumulative Profit: -PhP 489.54
Day 238 	Buy: PhP 6873.31
Day 239 	Sell: PhP 6889.78 | Profit: PhP 16.47 	| Cumulative Profit: -PhP 473.07
Day 240 	Buy: PhP 6825.40
Day 241 	Sell: PhP 6781.20 | Profit: -PhP 44.20 	| Cumulative Profit: -PhP 517.27
Day 242 	Buy: PhP 6864.87
Day 243 	Sell: PhP 6886.74 | Profit: PhP 21.87 	| Cumulative Profit: -PhP 495.40
Day 244 	Buy: PhP 6776.41
Day 245 	Sell: PhP 6806.14 | Profit: PhP 29.73 	| Cumulative Profit: -PhP 465.67
Day 246 	Buy: PhP 6866.81
Day 247 	Sell: PhP 7022.38 | Profit: PhP 155.57 	| Cumulative Profit: -PhP 310.10
Day 248 	Buy: PhP 7043.16
Day 249 	Sell: PhP 6868.89 | Profit: -PhP 174.27 	| Cumulative Profit: -PhP 484.37
Day 250 	Buy: PhP 6880.91
Day 251 	Hold...: 
Day 252 	Hold...: 
Day 253 	Sell: PhP 6850.71 | Profit: -PhP 30.20 	| Cumulative Profit: -PhP 514.57
Day 254 	Buy: PhP 6714.13
Day 255 	Sell: PhP 6658.66 | Profit: -PhP 55.47 	| Cumulative Profit: -PhP 570.04
Day 256 	Buy: PhP 6686.36
Day 257 	Sell: PhP 6587.17 | Profit: -PhP 99.19 	| Cumulative Profit: -PhP 669.23
Day 258 	Buy: PhP 6563.67
Day 259 	Sell: PhP 6658.20 | Profit: PhP 94.53 	| Cumulative Profit: -PhP 574.70
Day 260 	Buy: PhP 6846.44
Day 261 	Sell: PhP 6840.64 | Profit: -PhP 5.80 	| Cumulative Profit: -PhP 580.50
Day 262 	Buy: PhP 6861.31
Day 263 	Sell: PhP 7030.95 | Profit: PhP 169.64 	| Cumulative Profit: -PhP 410.86
Day 264 	Buy: PhP 7209.44
Day 265 	Sell: PhP 7248.20 | Profit: PhP 38.76 	| Cumulative Profit: -PhP 372.10
Day 266 	Buy: PhP 7276.34
Day 267 	Sell: PhP 7364.34 | Profit: PhP 88.00 	| Cumulative Profit: -PhP 284.10
Day 268 	Buy: PhP 7321.82
Day 269 	Sell: PhP 7264.55 | Profit: -PhP 57.27 	| Cumulative Profit: -PhP 341.37
Day 270 	Buy: PhP 7238.52
Day 271 	Hold...: 
Day 272 	Sell: PhP 7123.33 | Profit: -PhP 115.19 	| Cumulative Profit: -PhP 456.56
Day 273 	Buy: PhP 7156.36
Day 274 	Sell: PhP 7246.08 | Profit: PhP 89.72 	| Cumulative Profit: -PhP 366.84
Day 275 	Buy: PhP 7232.66
Day 276 	Sell: PhP 7374.35 | Profit: PhP 141.69 	| Cumulative Profit: -PhP 225.15
Day 277 	Buy: PhP 7370.65
Day 278 	Hold...: 
Day 279 	Sell: PhP 7332.64 | Profit: -PhP 38.01 	| Cumulative Profit: -PhP 263.16
Day 280 	Buy: PhP 7333.67
Day 281 	Sell: PhP 7336.71 | Profit: PhP 3.04 	| Cumulative Profit: -PhP 260.12
Day 282 	Buy: PhP 7229.66
Day 283 	Sell: PhP 7227.45 | Profit: -PhP 2.21 	| Cumulative Profit: -PhP 262.33
Day 284 	Buy: PhP 7225.91
Day 285 	Hold...: 
Day 286 	Sell: PhP 7294.40 | Profit: PhP 68.49 	| Cumulative Profit: -PhP 193.84
Day 287 	Buy: PhP 7262.64
Day 288 	Sell: PhP 7234.82 | Profit: -PhP 27.82 	| Cumulative Profit: -PhP 221.66
Day 289 	Buy: PhP 7252.66
Day 290 	Sell: PhP 7235.21 | Profit: -PhP 17.45 	| Cumulative Profit: -PhP 239.11
Day 291 	Buy: PhP 7294.67
Day 292 	Sell: PhP 7206.84 | Profit: -PhP 87.83 	| Cumulative Profit: -PhP 326.94
Day 293 	Buy: PhP 7174.30
Day 294 	Sell: PhP 7283.25 | Profit: PhP 108.95 	| Cumulative Profit: -PhP 217.99
Day 295 	Buy: PhP 7244.79
Day 296 	Sell: PhP 7281.19 | Profit: PhP 36.40 	| Cumulative Profit: -PhP 181.59
Day 297 	Buy: PhP 7282.68
Day 298 	Sell: PhP 7304.45 | Profit: PhP 21.77 	| Cumulative Profit: -PhP 159.82
Day 299 	Buy: PhP 7335.56
Day 300 	Hold...: 
Day 301 	Sell: PhP 7232.47 | Profit: -PhP 103.09 	| Cumulative Profit: -PhP 262.91
Day 302 	Buy: PhP 7212.09
Day 303 	Sell: PhP 7170.70 | Profit: -PhP 41.39 	| Cumulative Profit: -PhP 304.30
Day 304 	Buy: PhP 7234.94
Day 305 	Sell: PhP 7247.12 | Profit: PhP 12.18 	| Cumulative Profit: -PhP 292.12
Day 306 	Buy: PhP 7313.87
Day 307 	Sell: PhP 7294.52 | Profit: -PhP 19.35 	| Cumulative Profit: -PhP 311.47
Day 308 	Buy: PhP 7294.56
Day 309 	Sell: PhP 7295.45 | Profit: PhP 0.89 	| Cumulative Profit: -PhP 310.58
Day 310 	Buy: PhP 7146.27
Day 311 	Hold...: 
Day 312 	Sell: PhP 7261.75 | Profit: PhP 115.48 	| Cumulative Profit: -PhP 195.10
Day 313 	Buy: PhP 7253.79
Day 314 	Sell: PhP 7278.60 | Profit: PhP 24.81 	| Cumulative Profit: -PhP 170.29
Day 315 	Buy: PhP 7345.02
Day 316 	Sell: PhP 7316.57 | Profit: -PhP 28.45 	| Cumulative Profit: -PhP 198.74
Day 317 	Buy: PhP 7323.31
Day 318 	Sell: PhP 7254.93 | Profit: -PhP 68.38 	| Cumulative Profit: -PhP 267.12
Day 319 	Buy: PhP 7301.03
Day 320 	Hold...: 
Day 321 	Sell: PhP 7245.97 | Profit: -PhP 55.06 	| Cumulative Profit: -PhP 322.18
Day 322 	Buy: PhP 7331.46
Day 323 	Sell: PhP 7324.00 | Profit: -PhP 7.46 	| Cumulative Profit: -PhP 329.64
Day 324 	Buy: PhP 7332.59
Day 325 	Sell: PhP 7311.72 | Profit: -PhP 20.87 	| Cumulative Profit: -PhP 350.51
Day 326 	Buy: PhP 7341.65
Day 327 	Hold...: 
Day 328 	Sell: PhP 7584.21 | Profit: PhP 242.56 	| Cumulative Profit: -PhP 107.95
Day 329 	Buy: PhP 7565.32
Day 330 	Sell: PhP 7583.75 | Profit: PhP 18.43 	| Cumulative Profit: -PhP 89.52
Day 331 	Buy: PhP 7617.91
Day 332 	Sell: PhP 7601.40 | Profit: -PhP 16.51 	| Cumulative Profit: -PhP 106.03
Day 333 	Buy: PhP 7629.64
Day 334 	Hold...: 
Day 335 	Sell: PhP 7588.98 | Profit: -PhP 40.66 	| Cumulative Profit: -PhP 146.69
Day 336 	Buy: PhP 7522.98
Day 337 	Sell: PhP 7563.45 | Profit: PhP 40.47 	| Cumulative Profit: -PhP 106.22
Day 338 	Buy: PhP 7578.16
Day 339 	Sell: PhP 7588.88 | Profit: PhP 10.72 	| Cumulative Profit: -PhP 95.50
Day 340 	Buy: PhP 7700.46
Day 341 	Sell: PhP 7726.45 | Profit: PhP 25.99 	| Cumulative Profit: -PhP 69.51
Day 342 	Buy: PhP 7661.01
Day 343 	Sell: PhP 7703.10 | Profit: PhP 42.09 	| Cumulative Profit: -PhP 27.42
Day 344 	Buy: PhP 7682.26
Day 345 	Sell: PhP 7755.75 | Profit: PhP 73.49 	| Cumulative Profit: PhP 46.07
Day 346 	Buy: PhP 7841.99
Day 347 	Sell: PhP 7962.33 | Profit: PhP 120.34 	| Cumulative Profit: PhP 166.41
Day 348 	Buy: PhP 7923.50
Day 349 	Sell: PhP 7794.17 | Profit: -PhP 129.33 	| Cumulative Profit: PhP 37.08
Day 350 	Buy: PhP 7816.40
Day 351 	Sell: PhP 7815.53 | Profit: -PhP 0.87 	| Cumulative Profit: PhP 36.21
Day 352 	Buy: PhP 7772.93
Day 353 	Sell: PhP 7791.07 | Profit: PhP 18.14 	| Cumulative Profit: PhP 54.35
Day 354 	Buy: PhP 7826.53
Day 355 	Sell: PhP 7757.69 | Profit: -PhP 68.84 	| Cumulative Profit: -PhP 14.49
Day 356 	Buy: PhP 7767.62
Day 357 	Sell: PhP 7806.57 | Profit: PhP 38.95 	| Cumulative Profit: PhP 24.46
Day 358 	Buy: PhP 7812.14
Day 359 	Hold...: 
Day 360 	Sell: PhP 7871.65 | Profit: PhP 59.51 	| Cumulative Profit: PhP 83.97
Day 361 	Buy: PhP 7867.49
Day 362 	Hold...: 
Day 363 	Sell: PhP 7860.77 | Profit: -PhP 6.72 	| Cumulative Profit: PhP 77.25
Day 364 	Buy: PhP 7837.12
Day 365 	Sell: PhP 7927.49 | Profit: PhP 90.37 	| Cumulative Profit: PhP 167.62
Day 366 	Buy: PhP 7907.66
Day 367 	Sell: PhP 8001.38 | Profit: PhP 93.72 	| Cumulative Profit: PhP 261.34
Day 368 	Buy: PhP 7953.12
Day 369 	Sell: PhP 8002.32 | Profit: PhP 49.20 	| Cumulative Profit: PhP 310.54
Day 370 	Buy: PhP 7958.63
Day 371 	Sell: PhP 7990.24 | Profit: PhP 31.61 	| Cumulative Profit: PhP 342.15
Day 372 	Buy: PhP 7917.89
Day 373 	Sell: PhP 7966.01 | Profit: PhP 48.12 	| Cumulative Profit: PhP 390.27
Day 374 	Buy: PhP 7964.49
Day 375 	Sell: PhP 7882.22 | Profit: -PhP 82.27 	| Cumulative Profit: PhP 308.00
Day 376 	Buy: PhP 7943.75
Day 377 	Sell: PhP 7917.86 | Profit: -PhP 25.89 	| Cumulative Profit: PhP 282.11
Day 378 	Buy: PhP 7886.37
Day 379 	Sell: PhP 7858.34 | Profit: -PhP 28.03 	| Cumulative Profit: PhP 254.08
Day 380 	Buy: PhP 7814.17
Day 381 	Sell: PhP 7876.37 | Profit: PhP 62.20 	| Cumulative Profit: PhP 316.28
Day 382 	Buy: PhP 7857.18
Day 383 	Sell: PhP 7788.06 | Profit: -PhP 69.12 	| Cumulative Profit: PhP 247.16
Day 384 	Buy: PhP 7843.16
Day 385 	Sell: PhP 7866.52 | Profit: PhP 23.36 	| Cumulative Profit: PhP 270.52
Day 386 	Buy: PhP 7833.96
Day 387 	Sell: PhP 7848.84 | Profit: PhP 14.88 	| Cumulative Profit: PhP 285.40
Day 388 	Buy: PhP 7888.31
Day 389 	Sell: PhP 7889.33 | Profit: PhP 1.02 	| Cumulative Profit: PhP 286.42
Day 390 	Buy: PhP 7837.47
Day 391 	Sell: PhP 7858.14 | Profit: PhP 20.67 	| Cumulative Profit: PhP 307.09
Day 392 	Buy: PhP 7938.37
Day 393 	Sell: PhP 7936.85 | Profit: -PhP 1.52 	| Cumulative Profit: PhP 305.57
Day 394 	Buy: PhP 7885.90
Day 395 	Sell: PhP 7934.50 | Profit: PhP 48.60 	| Cumulative Profit: PhP 354.17
Day 396 	Buy: PhP 7952.92
Day 397 	Sell: PhP 7972.90 | Profit: PhP 19.98 	| Cumulative Profit: PhP 374.15
Day 398 	Buy: PhP 7904.34
Day 399 	Sell: PhP 7989.73 | Profit: PhP 85.39 	| Cumulative Profit: PhP 459.54
Day 400 	Buy: PhP 7962.64
Day 401 	Sell: PhP 7971.72 | Profit: PhP 9.08 	| Cumulative Profit: PhP 468.62
Day 402 	Buy: PhP 8037.51
Day 403 	Sell: PhP 8045.78 | Profit: PhP 8.27 	| Cumulative Profit: PhP 476.89
Day 404 	Buy: PhP 8071.47
Day 405 	Sell: PhP 8018.05 | Profit: -PhP 53.42 	| Cumulative Profit: PhP 423.47
Day 406 	Buy: PhP 7906.60
Day 407 	Sell: PhP 7872.65 | Profit: -PhP 33.95 	| Cumulative Profit: PhP 389.52
Day 408 	Buy: PhP 7876.66
Day 409 	Sell: PhP 7932.82 | Profit: PhP 56.16 	| Cumulative Profit: PhP 445.68
Day 410 	Buy: PhP 7992.27
Day 411 	Sell: PhP 7986.51 | Profit: -PhP 5.76 	| Cumulative Profit: PhP 439.92
Day 412 	Buy: PhP 7985.83
Day 413 	Sell: PhP 7966.25 | Profit: -PhP 19.58 	| Cumulative Profit: PhP 420.34
Day 414 	Buy: PhP 7928.43
Day 415 	Sell: PhP 7962.12 | Profit: PhP 33.69 	| Cumulative Profit: PhP 454.03
Day 416 	Buy: PhP 8009.41
Day 417 	Hold...: 
Day 418 	Sell: PhP 8072.75 | Profit: PhP 63.34 	| Cumulative Profit: PhP 517.37
Day 419 	Buy: PhP 8016.73
Day 420 	Sell: PhP 8016.73 | Profit: PhP 0.00 	| Cumulative Profit: PhP 517.37
Day 421 	Buy: PhP 8015.93
Day 422 	Sell: PhP 7998.75 | Profit: -PhP 17.18 	| Cumulative Profit: PhP 500.19
Day 423 	Buy: PhP 8004.93
Day 424 	Sell: PhP 8015.14 | Profit: PhP 10.21 	| Cumulative Profit: PhP 510.40
Day 425 	Buy: PhP 7948.39
Day 426 	Sell: PhP 7956.73 | Profit: PhP 8.34 	| Cumulative Profit: PhP 518.73
Day 427 	Buy: PhP 7958.57
Day 428 	Sell: PhP 8035.20 | Profit: PhP 76.63 	| Cumulative Profit: PhP 595.37
Day 429 	Buy: PhP 8049.35
Day 430 	Sell: PhP 7983.97 | Profit: -PhP 65.38 	| Cumulative Profit: PhP 529.99
Day 431 	Buy: PhP 8022.98
Day 432 	Sell: PhP 8022.75 | Profit: -PhP 0.23 	| Cumulative Profit: PhP 529.76
Day 433 	Buy: PhP 8049.31
Day 434 	Hold...: 
Day 435 	Sell: PhP 8144.91 | Profit: PhP 95.60 	| Cumulative Profit: PhP 625.36
Day 436 	Buy: PhP 8180.85
Day 437 	Sell: PhP 8294.14 | Profit: PhP 113.29 	| Cumulative Profit: PhP 738.65
Day 438 	Buy: PhP 8162.70
Day 439 	Sell: PhP 8219.32 | Profit: PhP 56.62 	| Cumulative Profit: PhP 795.27
Day 440 	Buy: PhP 8286.86
Day 441 	Sell: PhP 8281.27 | Profit: -PhP 5.59 	| Cumulative Profit: PhP 789.67
Day 442 	Buy: PhP 8244.73
Day 443 	Sell: PhP 8170.14 | Profit: -PhP 74.59 	| Cumulative Profit: PhP 715.08
Day 444 	Buy: PhP 8221.92
Day 445 	Sell: PhP 8156.04 | Profit: -PhP 65.88 	| Cumulative Profit: PhP 649.20
Day 446 	Buy: PhP 8171.43
Day 447 	Sell: PhP 8256.28 | Profit: PhP 84.85 	| Cumulative Profit: PhP 734.05
Day 448 	Buy: PhP 8312.93
Day 449 	Hold...: 
Day 450 	Sell: PhP 8294.01 | Profit: -PhP 18.92 	| Cumulative Profit: PhP 715.13
Day 451 	Buy: PhP 8310.88
Day 452 	Sell: PhP 8367.38 | Profit: PhP 56.50 	| Cumulative Profit: PhP 771.63
Day 453 	Buy: PhP 8398.04
Day 454 	Sell: PhP 8358.47 | Profit: -PhP 39.57 	| Cumulative Profit: PhP 732.06
Day 455 	Buy: PhP 8402.81
Day 456 	Sell: PhP 8447.94 | Profit: PhP 45.13 	| Cumulative Profit: PhP 777.19
Day 457 	Buy: PhP 8497.74
Day 458 	Sell: PhP 8431.73 | Profit: -PhP 66.01 	| Cumulative Profit: PhP 711.19
Day 459 	Buy: PhP 8487.37
Day 460 	Sell: PhP 8420.95 | Profit: -PhP 66.42 	| Cumulative Profit: PhP 644.77
Day 461 	Buy: PhP 8348.32
Day 462 	Sell: PhP 8279.92 | Profit: -PhP 68.40 	| Cumulative Profit: PhP 576.36
Day 463 	Buy: PhP 8303.35
Day 464 	Hold...: 
Day 465 	Sell: PhP 8295.95 | Profit: -PhP 7.40 	| Cumulative Profit: PhP 568.97
Day 466 	Buy: PhP 8365.26
Day 467 	Sell: PhP 8516.02 | Profit: PhP 150.76 	| Cumulative Profit: PhP 719.73
Day 468 	Buy: PhP 8376.13
Day 469 	Sell: PhP 8523.07 | Profit: PhP 146.94 	| Cumulative Profit: PhP 866.67
Day 470 	Buy: PhP 8521.81
Day 471 	Sell: PhP 8508.49 | Profit: -PhP 13.32 	| Cumulative Profit: PhP 853.35
Day 472 	Buy: PhP 8519.82
Day 473 	Sell: PhP 8433.48 | Profit: -PhP 86.34 	| Cumulative Profit: PhP 767.01
Day 474 	Buy: PhP 8330.02
Day 475 	Sell: PhP 8379.64 | Profit: PhP 49.62 	| Cumulative Profit: PhP 816.63
Day 476 	Buy: PhP 8273.44
Day 477 	Sell: PhP 8206.44 | Profit: -PhP 67.00 	| Cumulative Profit: PhP 749.63
Day 478 	Buy: PhP 8311.08
Day 479 	Sell: PhP 8321.98 | Profit: PhP 10.90 	| Cumulative Profit: PhP 760.53
Day 480 	Buy: PhP 8289.19
Day 481 	Sell: PhP 8265.68 | Profit: -PhP 23.51 	| Cumulative Profit: PhP 737.02
Day 482 	Buy: PhP 8343.23
Day 483 	Sell: PhP 8365.11 | Profit: PhP 21.88 	| Cumulative Profit: PhP 758.90
Day 484 	Buy: PhP 8361.69
Day 485 	Sell: PhP 8291.88 | Profit: -PhP 69.81 	| Cumulative Profit: PhP 689.09
Day 486 	Buy: PhP 8254.03
Day 487 	Sell: PhP 8254.03 | Profit: PhP 0.00 	| Cumulative Profit: PhP 689.09
Day 488 	Buy: PhP 8144.02
Day 489 	Sell: PhP 8084.45 | Profit: -PhP 59.57 	| Cumulative Profit: PhP 629.52
Day 490 	Buy: PhP 8093.63
Day 491 	Sell: PhP 8129.62 | Profit: PhP 35.99 	| Cumulative Profit: PhP 665.51
Day 492 	Buy: PhP 8174.93
Day 493 	Sell: PhP 8304.70 | Profit: PhP 129.77 	| Cumulative Profit: PhP 795.28
Day 494 	Buy: PhP 8358.57
Day 495 	Sell: PhP 8334.06 | Profit: -PhP 24.51 	| Cumulative Profit: PhP 770.77
Day 496 	Buy: PhP 8359.61
Day 497 	Hold...: 
Day 498 	Sell: PhP 8337.04 | Profit: -PhP 22.57 	| Cumulative Profit: PhP 748.19
Day 499 	Buy: PhP 8422.82
Day 500 	Sell: PhP 8365.96 | Profit: -PhP 56.86 	| Cumulative Profit: PhP 691.33
Day 501 	Buy: PhP 8362.61
Day 502 	Sell: PhP 8378.28 | Profit: PhP 15.67 	| Cumulative Profit: PhP 707.00
Day 503 	Buy: PhP 8432.31
Day 504 	Sell: PhP 8490.91 | Profit: PhP 58.60 	| Cumulative Profit: PhP 765.60
Day 505 	Buy: PhP 8535.09
Day 506 	Sell: PhP 8558.42 | Profit: PhP 23.33 	| Cumulative Profit: PhP 788.94
Day 507 	Buy: PhP 8724.13
Day 508 	Sell: PhP 8739.83 | Profit: PhP 15.70 	| Cumulative Profit: PhP 804.64
Day 509 	Buy: PhP 8770.00
Day 510 	Sell: PhP 8745.12 | Profit: -PhP 24.88 	| Cumulative Profit: PhP 779.76
Day 511 	Buy: PhP 8923.72
Day 512 	Sell: PhP 8920.29 | Profit: -PhP 3.43 	| Cumulative Profit: PhP 776.33
Day 513 	Buy: PhP 8813.25
Day 514 	Sell: PhP 8814.62 | Profit: PhP 1.37 	| Cumulative Profit: PhP 777.70
Day 515 	Buy: PhP 8857.72
Day 516 	Sell: PhP 8865.13 | Profit: PhP 7.41 	| Cumulative Profit: PhP 785.11
Day 517 	Buy: PhP 8848.99
Day 518 	Sell: PhP 8820.74 | Profit: -PhP 28.25 	| Cumulative Profit: PhP 756.86
Day 519 	Buy: PhP 8915.92
Day 520 	Sell: PhP 8950.62 | Profit: PhP 34.70 	| Cumulative Profit: PhP 791.56
Day 521 	Buy: PhP 8999.02
Day 522 	Sell: PhP 8920.23 | Profit: -PhP 78.79 	| Cumulative Profit: PhP 712.77
Day 523 	Buy: PhP 8999.17
Day 524 	Sell: PhP 9041.20 | Profit: PhP 42.03 	| Cumulative Profit: PhP 754.80
Day 525 	Buy: PhP 9058.62
Day 526 	Sell: PhP 8910.48 | Profit: -PhP 148.14 	| Cumulative Profit: PhP 606.66
Day 527 	Buy: PhP 8764.01
Day 528 	Sell: PhP 8738.72 | Profit: -PhP 25.29 	| Cumulative Profit: PhP 581.37
Day 529 	Buy: PhP 8810.75
Day 530 	Sell: PhP 8616.00 | Profit: -PhP 194.75 	| Cumulative Profit: PhP 386.62
Day 531 	Buy: PhP 8550.42
Day 532 	Sell: PhP 8667.56 | Profit: PhP 117.14 	| Cumulative Profit: PhP 503.76
Day 533 	Buy: PhP 8645.08
Day 534 	Sell: PhP 8503.69 | Profit: -PhP 141.39 	| Cumulative Profit: PhP 362.37
Day 535 	Buy: PhP 8487.91
Day 536 	Sell: PhP 8570.14 | Profit: PhP 82.23 	| Cumulative Profit: PhP 444.60
Day 537 	Buy: PhP 8598.11
Day 538 	Sell: PhP 8612.44 | Profit: PhP 14.33 	| Cumulative Profit: PhP 458.93
Day 539 	Buy: PhP 8710.22
Day 540 	Sell: PhP 8722.70 | Profit: PhP 12.48 	| Cumulative Profit: PhP 471.41
Day 541 	Buy: PhP 8613.65
Day 542 	Sell: PhP 8515.57 | Profit: -PhP 98.08 	| Cumulative Profit: PhP 373.33
Day 543 	Buy: PhP 8467.56
Day 544 	Hold...: 
Day 545 	Sell: PhP 8592.38 | Profit: PhP 124.82 	| Cumulative Profit: PhP 498.15
Day 546 	Buy: PhP 8475.29
Day 547 	Sell: PhP 8465.77 | Profit: -PhP 9.52 	| Cumulative Profit: PhP 488.63
Day 548 	Buy: PhP 8458.57
Day 549 	Sell: PhP 8386.17 | Profit: -PhP 72.40 	| Cumulative Profit: PhP 416.23
Day 550 	Buy: PhP 8360.22
Day 551 	Hold...: 
Day 552 	Sell: PhP 8381.85 | Profit: PhP 21.63 	| Cumulative Profit: PhP 437.86
Day 553 	Buy: PhP 8372.51
Day 554 	Sell: PhP 8453.50 | Profit: PhP 80.99 	| Cumulative Profit: PhP 518.85
Day 555 	Buy: PhP 8419.57
Day 556 	Sell: PhP 8348.74 | Profit: -PhP 70.83 	| Cumulative Profit: PhP 448.02
Day 557 	Buy: PhP 8190.01
Day 558 	Sell: PhP 8238.15 | Profit: PhP 48.14 	| Cumulative Profit: PhP 496.16
Day 559 	Buy: PhP 8235.54
Day 560 	Sell: PhP 8059.60 | Profit: -PhP 175.94 	| Cumulative Profit: PhP 320.22
Day 561 	Buy: PhP 7909.07
Day 562 	Sell: PhP 8124.45 | Profit: PhP 215.38 	| Cumulative Profit: PhP 535.60
Day 563 	Buy: PhP 7970.80
Day 564 	Sell: PhP 7932.38 | Profit: -PhP 38.42 	| Cumulative Profit: PhP 497.18
Day 565 	Buy: PhP 8047.03
Day 566 	Sell: PhP 7979.83 | Profit: -PhP 67.20 	| Cumulative Profit: PhP 429.98
Day 567 	Buy: PhP 8039.45
Day 568 	Sell: PhP 8048.72 | Profit: PhP 9.27 	| Cumulative Profit: PhP 439.25
Day 569 	Buy: PhP 7997.67
Day 570 	Sell: PhP 8022.16 | Profit: PhP 24.49 	| Cumulative Profit: PhP 463.74
Day 571 	Buy: PhP 7945.66
Day 572 	Sell: PhP 7934.68 | Profit: -PhP 10.98 	| Cumulative Profit: PhP 452.76
Day 573 	Buy: PhP 7943.93
Day 574 	Sell: PhP 8043.07 | Profit: PhP 99.14 	| Cumulative Profit: PhP 551.90
Day 575 	Buy: PhP 7899.98
Day 576 	Sell: PhP 7870.25 | Profit: -PhP 29.73 	| Cumulative Profit: PhP 522.17
Day 577 	Buy: PhP 7723.39
Day 578 	Sell: PhP 7793.13 | Profit: PhP 69.74 	| Cumulative Profit: PhP 591.91
Day 579 	Buy: PhP 7682.24
Day 580 	Sell: PhP 7726.72 | Profit: PhP 44.48 	| Cumulative Profit: PhP 636.39
Day 581 	Buy: PhP 7719.47
Day 582 	Sell: PhP 7600.36 | Profit: -PhP 119.11 	| Cumulative Profit: PhP 517.28
Day 583 	Buy: PhP 7557.91
Day 584 	Sell: PhP 7617.42 | Profit: PhP 59.51 	| Cumulative Profit: PhP 576.79
Day 585 	Buy: PhP 7721.02
Day 586 	Sell: PhP 7819.25 | Profit: PhP 98.23 	| Cumulative Profit: PhP 675.02
Day 587 	Buy: PhP 7736.07
Day 588 	Sell: PhP 7535.10 | Profit: -PhP 200.97 	| Cumulative Profit: PhP 474.05
Day 589 	Buy: PhP 7546.19
Day 590 	Sell: PhP 7533.28 | Profit: -PhP 12.91 	| Cumulative Profit: PhP 461.14
Day 591 	Buy: PhP 7577.57
Day 592 	Sell: PhP 7555.27 | Profit: -PhP 22.30 	| Cumulative Profit: PhP 438.84
Day 593 	Buy: PhP 7571.00
Day 594 	Sell: PhP 7752.11 | Profit: PhP 181.11 	| Cumulative Profit: PhP 619.95
Day 595 	Buy: PhP 7885.97
Day 596 	Sell: PhP 7869.56 | Profit: -PhP 16.41 	| Cumulative Profit: PhP 603.54
Day 597 	Buy: PhP 7694.12
Day 598 	Sell: PhP 7672.28 | Profit: -PhP 21.84 	| Cumulative Profit: PhP 581.70
Day 599 	Buy: PhP 7658.05
Day 600 	Sell: PhP 7646.20 | Profit: -PhP 11.85 	| Cumulative Profit: PhP 569.85
Day 601 	Buy: PhP 7560.47
Day 602 	Sell: PhP 7652.53 | Profit: PhP 92.06 	| Cumulative Profit: PhP 661.91
Day 603 	Buy: PhP 7647.51
Day 604 	Sell: PhP 7642.90 | Profit: -PhP 4.61 	| Cumulative Profit: PhP 657.30
Day 605 	Buy: PhP 7602.36
Day 606 	Sell: PhP 7470.14 | Profit: -PhP 132.22 	| Cumulative Profit: PhP 525.08
Day 607 	Buy: PhP 7497.17
Day 608 	Sell: PhP 7630.26 | Profit: PhP 133.09 	| Cumulative Profit: PhP 658.17
Day 609 	Buy: PhP 7579.61
Day 610 	Sell: PhP 7685.76 | Profit: PhP 106.15 	| Cumulative Profit: PhP 764.32
Day 611 	Buy: PhP 7689.14
Day 612 	Sell: PhP 7803.31 | Profit: PhP 114.17 	| Cumulative Profit: PhP 878.49
Day 613 	Buy: PhP 7740.74
Day 614 	Sell: PhP 7771.30 | Profit: PhP 30.56 	| Cumulative Profit: PhP 909.05
Day 615 	Buy: PhP 7602.98
Day 616 	Sell: PhP 7529.54 | Profit: -PhP 73.44 	| Cumulative Profit: PhP 835.61
Day 617 	Buy: PhP 7414.11
Day 618 	Sell: PhP 7312.61 | Profit: -PhP 101.50 	| Cumulative Profit: PhP 734.11
Day 619 	Buy: PhP 7261.62
Day 620 	Sell: PhP 7098.15 | Profit: -PhP 163.47 	| Cumulative Profit: PhP 570.64
Day 621 	Buy: PhP 7063.20
Day 622 	Sell: PhP 6986.88 | Profit: -PhP 76.32 	| Cumulative Profit: PhP 494.32
Day 623 	Buy: PhP 7007.21
Day 624 	Sell: PhP 7176.43 | Profit: PhP 169.22 	| Cumulative Profit: PhP 663.54
Day 625 	Buy: PhP 7066.57
Day 626 	Sell: PhP 7193.68 | Profit: PhP 127.11 	| Cumulative Profit: PhP 790.65
Day 627 	Buy: PhP 7227.96
Day 628 	Sell: PhP 7267.34 | Profit: PhP 39.38 	| Cumulative Profit: PhP 830.03
Day 629 	Buy: PhP 7348.42
Day 630 	Sell: PhP 7233.57 | Profit: -PhP 114.85 	| Cumulative Profit: PhP 715.18
Day 631 	Buy: PhP 7186.71
Day 632 	Sell: PhP 7186.62 | Profit: -PhP 0.09 	| Cumulative Profit: PhP 715.09
Day 633 	Buy: PhP 7233.29
Day 634 	Sell: PhP 7333.73 | Profit: PhP 100.44 	| Cumulative Profit: PhP 815.53
Day 635 	Buy: PhP 7350.58
Day 636 	Sell: PhP 7399.18 | Profit: PhP 48.60 	| Cumulative Profit: PhP 864.13
Day 637 	Buy: PhP 7369.44
Day 638 	Sell: PhP 7381.68 | Profit: PhP 12.24 	| Cumulative Profit: PhP 876.37
Day 639 	Buy: PhP 7451.37
Day 640 	Sell: PhP 7387.87 | Profit: -PhP 63.50 	| Cumulative Profit: PhP 812.87
Day 641 	Buy: PhP 7399.61
Day 642 	Sell: PhP 7376.80 | Profit: -PhP 22.81 	| Cumulative Profit: PhP 790.06
Day 643 	Buy: PhP 7447.02
Day 644 	Sell: PhP 7514.00 | Profit: PhP 66.98 	| Cumulative Profit: PhP 857.04
Day 645 	Buy: PhP 7665.85
Day 646 	Sell: PhP 7701.38 | Profit: PhP 35.53 	| Cumulative Profit: PhP 892.57
Day 647 	Buy: PhP 7773.32
Day 648 	Sell: PhP 7672.00 | Profit: -PhP 101.32 	| Cumulative Profit: PhP 791.25
Day 649 	Buy: PhP 7838.22
Day 650 	Sell: PhP 7759.55 | Profit: -PhP 78.67 	| Cumulative Profit: PhP 712.58
Day 651 	Buy: PhP 7819.39
Day 652 	Sell: PhP 7817.31 | Profit: -PhP 2.08 	| Cumulative Profit: PhP 710.50
Day 653 	Buy: PhP 7725.85
Day 654 	Sell: PhP 7851.46 | Profit: PhP 125.61 	| Cumulative Profit: PhP 836.11
Day 655 	Buy: PhP 7820.71
Day 656 	Sell: PhP 7804.98 | Profit: -PhP 15.73 	| Cumulative Profit: PhP 820.38
Day 657 	Buy: PhP 7635.27
Day 658 	Sell: PhP 7527.78 | Profit: -PhP 107.49 	| Cumulative Profit: PhP 712.89
Day 659 	Buy: PhP 7540.92
Day 660 	Sell: PhP 7517.36 | Profit: -PhP 23.56 	| Cumulative Profit: PhP 689.33
Day 661 	Buy: PhP 7583.52
Day 662 	Sell: PhP 7500.53 | Profit: -PhP 82.99 	| Cumulative Profit: PhP 606.34
Day 663 	Buy: PhP 7632.26
Day 664 	Sell: PhP 7804.03 | Profit: PhP 171.77 	| Cumulative Profit: PhP 778.11
Day 665 	Buy: PhP 7766.47
Day 666 	Sell: PhP 7844.61 | Profit: PhP 78.14 	| Cumulative Profit: PhP 856.25
Day 667 	Buy: PhP 7830.96
Day 668 	Sell: PhP 7853.16 | Profit: PhP 22.20 	| Cumulative Profit: PhP 878.45
Day 669 	Buy: PhP 7855.71
Day 670 	Sell: PhP 7832.22 | Profit: -PhP 23.49 	| Cumulative Profit: PhP 854.96
Day 671 	Buy: PhP 7881.82
Day 672 	Sell: PhP 7752.27 | Profit: -PhP 129.55 	| Cumulative Profit: PhP 725.41
Day 673 	Buy: PhP 7638.71
Day 674 	Sell: PhP 7598.64 | Profit: -PhP 40.07 	| Cumulative Profit: PhP 685.34
Day 675 	Buy: PhP 7596.15
Day 676 	Sell: PhP 7518.01 | Profit: -PhP 78.14 	| Cumulative Profit: PhP 607.20
Day 677 	Buy: PhP 7449.20
Day 678 	Sell: PhP 7517.37 | Profit: PhP 68.17 	| Cumulative Profit: PhP 675.37
Day 679 	Buy: PhP 7413.15
Day 680 	Sell: PhP 7413.56 | Profit: PhP 0.41 	| Cumulative Profit: PhP 675.78
Day 681 	Buy: PhP 7286.34
Day 682 	Sell: PhP 7221.23 | Profit: -PhP 65.11 	| Cumulative Profit: PhP 610.67
Day 683 	Buy: PhP 7134.73
Day 684 	Sell: PhP 7383.00 | Profit: PhP 248.27 	| Cumulative Profit: PhP 858.94
Day 685 	Buy: PhP 7433.61
Day 686 	Sell: PhP 7332.17 | Profit: -PhP 101.44 	| Cumulative Profit: PhP 757.50
Day 687 	Buy: PhP 7268.21
Day 688 	Sell: PhP 7320.59 | Profit: PhP 52.38 	| Cumulative Profit: PhP 809.88
Day 689 	Buy: PhP 7276.82
Day 690 	Sell: PhP 7222.08 | Profit: -PhP 54.74 	| Cumulative Profit: PhP 755.14
Day 691 	Buy: PhP 7132.36
Day 692 	Sell: PhP 7210.87 | Profit: PhP 78.51 	| Cumulative Profit: PhP 833.65
Day 693 	Buy: PhP 7093.34
Day 694 	Sell: PhP 7078.20 | Profit: -PhP 15.14 	| Cumulative Profit: PhP 818.51
Day 695 	Buy: PhP 7050.82
Day 696 	Sell: PhP 7059.38 | Profit: PhP 8.56 	| Cumulative Profit: PhP 827.07
Day 697 	Buy: PhP 7001.14
Day 698 	Sell: PhP 6884.38 | Profit: -PhP 116.76 	| Cumulative Profit: PhP 710.31
Day 699 	Buy: PhP 7004.77
Day 700 	Sell: PhP 6926.51 | Profit: -PhP 78.26 	| Cumulative Profit: PhP 632.05
Day 701 	Buy: PhP 6987.02
Day 702 	Sell: PhP 7099.68 | Profit: PhP 112.66 	| Cumulative Profit: PhP 744.71
Day 703 	Buy: PhP 7141.25
Day 704 	Sell: PhP 7151.52 | Profit: PhP 10.27 	| Cumulative Profit: PhP 754.98
Day 705 	Buy: PhP 7236.16
Day 706 	Sell: PhP 7197.62 | Profit: -PhP 38.54 	| Cumulative Profit: PhP 716.44
Day 707 	Buy: PhP 7129.42
Day 708 	Sell: PhP 6966.84 | Profit: -PhP 162.58 	| Cumulative Profit: PhP 553.86
Day 709 	Buy: PhP 7064.33
Day 710 	Sell: PhP 7109.03 | Profit: PhP 44.70 	| Cumulative Profit: PhP 598.56
Day 711 	Buy: PhP 7016.06
Day 712 	Sell: PhP 7140.29 | Profit: PhP 124.23 	| Cumulative Profit: PhP 722.79
Day 713 	Buy: PhP 7213.44
Day 714 	Sell: PhP 7180.11 | Profit: -PhP 33.33 	| Cumulative Profit: PhP 689.46
Day 715 	Buy: PhP 7133.93
Day 716 	Sell: PhP 7006.54 | Profit: -PhP 127.39 	| Cumulative Profit: PhP 562.07
Day 717 	Buy: PhP 6968.82
Day 718 	Sell: PhP 6926.20 | Profit: -PhP 42.62 	| Cumulative Profit: PhP 519.45
Day 719 	Buy: PhP 6843.83
Day 720 	Sell: PhP 6923.08 | Profit: PhP 79.25 	| Cumulative Profit: PhP 598.70
Day 721 	Buy: PhP 6952.59
Day 722 	Sell: PhP 7083.34 | Profit: PhP 130.75 	| Cumulative Profit: PhP 729.45
Day 723 	Buy: PhP 7270.26
Day 724 	Sell: PhP 7302.94 | Profit: PhP 32.68 	| Cumulative Profit: PhP 762.13
Day 725 	Buy: PhP 7265.45
Day 726 	Sell: PhP 7268.38 | Profit: PhP 2.93 	| Cumulative Profit: PhP 765.06
Day 727 	Buy: PhP 7340.18
Day 728 	Sell: PhP 7397.87 | Profit: PhP 57.69 	| Cumulative Profit: PhP 822.75
Day 729 	Buy: PhP 7413.63
Day 730 	Sell: PhP 7382.43 | Profit: -PhP 31.20 	| Cumulative Profit: PhP 791.55
Day 731 	Buy: PhP 7367.85
Day 732 	Sell: PhP 7532.90 | Profit: PhP 165.05 	| Cumulative Profit: PhP 956.60
Day 733 	Buy: PhP 7703.92
Day 734 	Sell: PhP 7630.90 | Profit: -PhP 73.02 	| Cumulative Profit: PhP 883.58
Day 735 	Buy: PhP 7535.32
Day 736 	Sell: PhP 7461.06 | Profit: -PhP 74.26 	| Cumulative Profit: PhP 809.32
Day 737 	Buy: PhP 7348.21
Day 738 	Sell: PhP 7451.08 | Profit: PhP 102.87 	| Cumulative Profit: PhP 912.19
Day 739 	Buy: PhP 7488.24
Day 740 	Sell: PhP 7522.92 | Profit: PhP 34.68 	| Cumulative Profit: PhP 946.87
Day 741 	Buy: PhP 7524.37
Day 742 	Sell: PhP 7520.40 | Profit: -PhP 3.97 	| Cumulative Profit: PhP 942.90
Day 743 	Buy: PhP 7420.40
Day 744 	Sell: PhP 7579.62 | Profit: PhP 159.22 	| Cumulative Profit: PhP 1102.12
Day 745 	Buy: PhP 7563.41
Day 746 	Sell: PhP 7479.71 | Profit: -PhP 83.70 	| Cumulative Profit: PhP 1018.42
Day 747 	Buy: PhP 7450.01
Day 748 	Sell: PhP 7482.66 | Profit: PhP 32.65 	| Cumulative Profit: PhP 1051.07
Day 749 	Buy: PhP 7466.02
Day 750 	Sell: PhP 7489.20 | Profit: PhP 23.18 	| Cumulative Profit: PhP 1074.25
Day 751 	Buy: PhP 7680.60
Day 752 	Sell: PhP 7761.11 | Profit: PhP 80.51 	| Cumulative Profit: PhP 1154.76
Day 753 	Buy: PhP 7787.66
Day 754 	Sell: PhP 7702.12 | Profit: -PhP 85.54 	| Cumulative Profit: PhP 1069.22
Day 755 	Buy: PhP 7855.22
Day 756 	Sell: PhP 7985.23 | Profit: PhP 130.01 	| Cumulative Profit: PhP 1199.23
Day 757 	Buy: PhP 7904.09
Day 758 	Sell: PhP 8024.14 | Profit: PhP 120.05 	| Cumulative Profit: PhP 1319.28
Day 759 	Buy: PhP 8013.42
Day 760 	Sell: PhP 7864.70 | Profit: -PhP 148.72 	| Cumulative Profit: PhP 1170.56
Day 761 	Buy: PhP 7927.20
Day 762 	Sell: PhP 8047.12 | Profit: PhP 119.92 	| Cumulative Profit: PhP 1290.48
Day 763 	Buy: PhP 8007.46
Day 764 	Sell: PhP 8008.67 | Profit: PhP 1.21 	| Cumulative Profit: PhP 1291.69
Day 765 	Buy: PhP 7989.65
Day 766 	Sell: PhP 8064.90 | Profit: PhP 75.25 	| Cumulative Profit: PhP 1366.94
Day 767 	Buy: PhP 8053.20
Day 768 	Sell: PhP 8053.92 | Profit: PhP 0.72 	| Cumulative Profit: PhP 1367.66
Day 769 	Buy: PhP 8050.82
Day 770 	Sell: PhP 7979.95 | Profit: -PhP 70.87 	| Cumulative Profit: PhP 1296.79
Day 771 	Buy: PhP 8007.48
Day 772 	Sell: PhP 8144.16 | Profit: PhP 136.68 	| Cumulative Profit: PhP 1433.47
Day 773 	Buy: PhP 8069.48
Day 774 	Sell: PhP 8058.45 | Profit: -PhP 11.03 	| Cumulative Profit: PhP 1422.44
Day 775 	Buy: PhP 8100.30
Day 776 	Sell: PhP 8070.89 | Profit: -PhP 29.41 	| Cumulative Profit: PhP 1393.03
Day 777 	Buy: PhP 8061.54
Day 778 	Sell: PhP 8009.92 | Profit: -PhP 51.62 	| Cumulative Profit: PhP 1341.41
Day 779 	Buy: PhP 7920.24
Day 780 	Sell: PhP 7991.25 | Profit: PhP 71.01 	| Cumulative Profit: PhP 1412.42
Day 781 	Buy: PhP 7908.89
Day 782 	Sell: PhP 7910.58 | Profit: PhP 1.69 	| Cumulative Profit: PhP 1414.11
Day 783 	Buy: PhP 7833.75
Day 784 	Sell: PhP 7939.24 | Profit: PhP 105.49 	| Cumulative Profit: PhP 1519.60
Day 785 	Buy: PhP 7931.30
Day 786 	Sell: PhP 7962.13 | Profit: PhP 30.83 	| Cumulative Profit: PhP 1550.43
Day 787 	Buy: PhP 7988.16
Day 788 	Sell: PhP 7889.12 | Profit: -PhP 99.04 	| Cumulative Profit: PhP 1451.39
Day 789 	Buy: PhP 7705.49
Day 790 	Sell: PhP 7641.77 | Profit: -PhP 63.72 	| Cumulative Profit: PhP 1387.67
Day 791 	Buy: PhP 7675.47
Day 792 	Sell: PhP 7670.62 | Profit: -PhP 4.85 	| Cumulative Profit: PhP 1382.82
Day 793 	Buy: PhP 7821.34
Day 794 	Sell: PhP 7881.79 | Profit: PhP 60.45 	| Cumulative Profit: PhP 1443.27
Day 795 	Buy: PhP 7797.11
Day 796 	Sell: PhP 7708.72 | Profit: -PhP 88.39 	| Cumulative Profit: PhP 1354.88
Day 797 	Buy: PhP 7747.54
Day 798 	Sell: PhP 7766.15 | Profit: PhP 18.61 	| Cumulative Profit: PhP 1373.49
Day 799 	Buy: PhP 7750.42
Day 800 	Sell: PhP 7798.28 | Profit: PhP 47.86 	| Cumulative Profit: PhP 1421.35
Day 801 	Buy: PhP 7873.02
Day 802 	Sell: PhP 7843.41 | Profit: -PhP 29.61 	| Cumulative Profit: PhP 1391.74
Day 803 	Buy: PhP 7858.20
Day 804 	Sell: PhP 7954.72 | Profit: PhP 96.52 	| Cumulative Profit: PhP 1488.26
Day 805 	Buy: PhP 8013.42
Day 806 	Sell: PhP 7863.02 | Profit: -PhP 150.40 	| Cumulative Profit: PhP 1337.86
Day 807 	Buy: PhP 7907.03
Day 808 	Sell: PhP 7861.05 | Profit: -PhP 45.98 	| Cumulative Profit: PhP 1291.88
Day 809 	Buy: PhP 7876.40
Day 810 	Sell: PhP 7920.93 | Profit: PhP 44.53 	| Cumulative Profit: PhP 1336.41
Day 811 	Buy: PhP 7840.31
Day 812 	Sell: PhP 7879.21 | Profit: PhP 38.90 	| Cumulative Profit: PhP 1375.31
Day 813 	Buy: PhP 7895.06
Day 814 	Sell: PhP 7854.13 | Profit: -PhP 40.93 	| Cumulative Profit: PhP 1334.38
Day 815 	Buy: PhP 7873.18
Day 816 	Sell: PhP 7915.63 | Profit: PhP 42.45 	| Cumulative Profit: PhP 1376.83
Day 817 	Buy: PhP 8008.53
Day 818 	Sell: PhP 7955.80 | Profit: -PhP 52.73 	| Cumulative Profit: PhP 1324.10
Day 819 	Buy: PhP 7880.82
Day 820 	Sell: PhP 7787.98 | Profit: -PhP 92.84 	| Cumulative Profit: PhP 1231.26
Day 821 	Buy: PhP 7826.46
Day 822 	Sell: PhP 7835.15 | Profit: PhP 8.69 	| Cumulative Profit: PhP 1239.95
Day 823 	Buy: PhP 7832.43
Day 824 	Sell: PhP 7818.93 | Profit: -PhP 13.50 	| Cumulative Profit: PhP 1226.45
Day 825 	Buy: PhP 7846.99
Day 826 	Sell: PhP 7894.45 | Profit: PhP 47.46 	| Cumulative Profit: PhP 1273.91
Day 827 	Buy: PhP 7868.28
Day 828 	Sell: PhP 7897.02 | Profit: PhP 28.74 	| Cumulative Profit: PhP 1302.65
Day 829 	Buy: PhP 7952.72
Day 830 	Sell: PhP 8001.57 | Profit: PhP 48.85 	| Cumulative Profit: PhP 1351.50
Day 831 	Buy: PhP 7967.98
Day 832 	Sell: PhP 7862.30 | Profit: -PhP 105.68 	| Cumulative Profit: PhP 1245.82
Day 833 	Buy: PhP 7910.63
Day 834 	Sell: PhP 7926.69 | Profit: PhP 16.06 	| Cumulative Profit: PhP 1261.88
Day 835 	Buy: PhP 7755.62
Day 836 	Sell: PhP 7742.20 | Profit: -PhP 13.42 	| Cumulative Profit: PhP 1248.46
Day 837 	Buy: PhP 7646.66
Day 838 	Sell: PhP 7576.71 | Profit: -PhP 69.95 	| Cumulative Profit: PhP 1178.51
Day 839 	Buy: PhP 7475.16
Day 840 	Sell: PhP 7583.82 | Profit: PhP 108.66 	| Cumulative Profit: PhP 1287.17
Day 841 	Buy: PhP 7660.14
Day 842 	Sell: PhP 7721.56 | Profit: PhP 61.42 	| Cumulative Profit: PhP 1348.59
Day 843 	Buy: PhP 7815.07
Day 844 	Sell: PhP 7804.03 | Profit: -PhP 11.04 	| Cumulative Profit: PhP 1337.55
Day 845 	Buy: PhP 7747.09
Day 846 	Sell: PhP 7725.01 | Profit: -PhP 22.08 	| Cumulative Profit: PhP 1315.47
Day 847 	Buy: PhP 7761.29
Day 848 	Sell: PhP 7797.75 | Profit: PhP 36.46 	| Cumulative Profit: PhP 1351.93
Day 849 	Buy: PhP 7836.55
Day 850 	Sell: PhP 7970.02 | Profit: PhP 133.47 	| Cumulative Profit: PhP 1485.40
Day 851 	Buy: PhP 8084.88
Day 852 	Sell: PhP 7945.37 | Profit: -PhP 139.51 	| Cumulative Profit: PhP 1345.89
Day 853 	Buy: PhP 7959.86
Day 854 	Sell: PhP 7983.98 | Profit: PhP 24.12 	| Cumulative Profit: PhP 1370.01
Day 855 	Buy: PhP 8045.39
Day 856 	Sell: PhP 8030.98 | Profit: -PhP 14.41 	| Cumulative Profit: PhP 1355.60
Day 857 	Buy: PhP 8051.76
Day 858 	Sell: PhP 7990.20 | Profit: -PhP 61.56 	| Cumulative Profit: PhP 1294.04
Day 859 	Buy: PhP 7908.99
Day 860 	Sell: PhP 7922.04 | Profit: PhP 13.05 	| Cumulative Profit: PhP 1307.09
Day 861 	Buy: PhP 8017.01
Day 862 	Hold...: 
Day 863 	Sell: PhP 8055.47 | Profit: PhP 38.46 	| Cumulative Profit: PhP 1345.55
Day 864 	Buy: PhP 8060.58
Day 865 	Sell: PhP 8034.09 | Profit: -PhP 26.49 	| Cumulative Profit: PhP 1319.06
Day 866 	Buy: PhP 8013.57
Day 867 	Sell: PhP 8057.64 | Profit: PhP 44.07 	| Cumulative Profit: PhP 1363.13
Day 868 	Buy: PhP 7999.71
Day 869 	Sell: PhP 8043.71 | Profit: PhP 44.00 	| Cumulative Profit: PhP 1407.13
Day 870 	Buy: PhP 8093.60
Day 871 	Sell: PhP 8092.68 | Profit: -PhP 0.92 	| Cumulative Profit: PhP 1406.21
Day 872 	Buy: PhP 8064.92
Day 873 	Sell: PhP 8117.94 | Profit: PhP 53.02 	| Cumulative Profit: PhP 1459.23
Day 874 	Buy: PhP 8051.52
Day 875 	Sell: PhP 8042.04 | Profit: -PhP 9.48 	| Cumulative Profit: PhP 1449.75
Day 876 	Buy: PhP 8078.21
Day 877 	Sell: PhP 8154.49 | Profit: PhP 76.28 	| Cumulative Profit: PhP 1526.03
Day 878 	Buy: PhP 8141.82
Day 879 	Sell: PhP 8365.29 | Profit: PhP 223.47 	| Cumulative Profit: PhP 1749.50
Day 880 	Buy: PhP 8263.57
Day 881 	Sell: PhP 8233.48 | Profit: -PhP 30.09 	| Cumulative Profit: PhP 1719.41
Day 882 	Buy: PhP 8258.05
Day 883 	Sell: PhP 8270.07 | Profit: PhP 12.02 	| Cumulative Profit: PhP 1731.43
Day 884 	Buy: PhP 8246.83
Day 885 	Sell: PhP 8251.46 | Profit: PhP 4.63 	| Cumulative Profit: PhP 1736.06
Day 886 	Buy: PhP 8161.49
Day 887 	Sell: PhP 8272.18 | Profit: PhP 110.69 	| Cumulative Profit: PhP 1846.75
Day 888 	Buy: PhP 8183.99
Day 889 	Sell: PhP 8188.52 | Profit: PhP 4.53 	| Cumulative Profit: PhP 1851.28
Day 890 	Buy: PhP 8150.46
Day 891 	Sell: PhP 8045.80 | Profit: -PhP 104.66 	| Cumulative Profit: PhP 1746.62
Day 892 	Buy: PhP 8098.16
Day 893 	Sell: PhP 8129.93 | Profit: PhP 31.77 	| Cumulative Profit: PhP 1778.39
Day 894 	Buy: PhP 7890.02
Day 895 	Sell: PhP 7766.75 | Profit: -PhP 123.27 	| Cumulative Profit: PhP 1655.12
Day 896 	Buy: PhP 7917.39
Day 897 	Sell: PhP 7914.16 | Profit: -PhP 3.23 	| Cumulative Profit: PhP 1651.89
Day 898 	Buy: PhP 7854.39
Day 899 	Sell: PhP 7788.45 | Profit: -PhP 65.94 	| Cumulative Profit: PhP 1585.95
Day 900 	Buy: PhP 7858.65
Day 901 	Sell: PhP 7828.86 | Profit: -PhP 29.79 	| Cumulative Profit: PhP 1556.16
Day 902 	Buy: PhP 7795.98
Day 903 	Sell: PhP 7938.35 | Profit: PhP 142.37 	| Cumulative Profit: PhP 1698.53
Day 904 	Buy: PhP 7886.91
Day 905 	Sell: PhP 7848.83 | Profit: -PhP 38.08 	| Cumulative Profit: PhP 1660.45
Day 906 	Buy: PhP 7889.41
Day 907 	Sell: PhP 7747.38 | Profit: -PhP 142.03 	| Cumulative Profit: PhP 1518.42
Day 908 	Buy: PhP 7847.50
Day 909 	Sell: PhP 7892.81 | Profit: PhP 45.31 	| Cumulative Profit: PhP 1563.73
Day 910 	Buy: PhP 7979.66
Day 911 	Sell: PhP 7918.53 | Profit: -PhP 61.13 	| Cumulative Profit: PhP 1502.60
Day 912 	Buy: PhP 7804.71
Day 913 	Sell: PhP 7840.86 | Profit: PhP 36.15 	| Cumulative Profit: PhP 1538.75
Day 914 	Buy: PhP 7898.19
Day 915 	Sell: PhP 7933.47 | Profit: PhP 35.28 	| Cumulative Profit: PhP 1574.03
Day 916 	Buy: PhP 7960.12
Day 917 	Sell: PhP 7929.48 | Profit: -PhP 30.64 	| Cumulative Profit: PhP 1543.39
Day 918 	Buy: PhP 7967.90
Day 919 	Sell: PhP 7944.43 | Profit: -PhP 23.47 	| Cumulative Profit: PhP 1519.92
Day 920 	Buy: PhP 7992.32
Day 921 	Sell: PhP 7996.90 | Profit: PhP 4.58 	| Cumulative Profit: PhP 1524.50
Day 922 	Buy: PhP 7932.23
Day 923 	Sell: PhP 7915.29 | Profit: -PhP 16.94 	| Cumulative Profit: PhP 1507.56
Day 924 	Buy: PhP 7911.32
Day 925 	Sell: PhP 7871.11 | Profit: -PhP 40.21 	| Cumulative Profit: PhP 1467.35
Day 926 	Buy: PhP 7867.51
Day 927 	Sell: PhP 7893.94 | Profit: PhP 26.43 	| Cumulative Profit: PhP 1493.78
Day 928 	Buy: PhP 7896.24
Day 929 	Sell: PhP 7896.48 | Profit: PhP 0.24 	| Cumulative Profit: PhP 1494.02
Day 930 	Buy: PhP 7819.22
Day 931 	Sell: PhP 7779.07 | Profit: -PhP 40.15 	| Cumulative Profit: PhP 1453.87
Day 932 	Buy: PhP 7739.86
Day 933 	Sell: PhP 7610.68 | Profit: -PhP 129.18 	| Cumulative Profit: PhP 1324.69
Day 934 	Buy: PhP 7545.55
Day 935 	Sell: PhP 7704.60 | Profit: PhP 159.05 	| Cumulative Profit: PhP 1483.74
Day 936 	Buy: PhP 7683.22
Day 937 	Sell: PhP 7756.72 | Profit: PhP 73.50 	| Cumulative Profit: PhP 1557.24
Day 938 	Buy: PhP 7681.25
Day 939 	Sell: PhP 7765.03 | Profit: PhP 83.78 	| Cumulative Profit: PhP 1641.02
Day 940 	Buy: PhP 7849.94
Day 941 	Sell: PhP 7884.29 | Profit: PhP 34.35 	| Cumulative Profit: PhP 1675.37
Day 942 	Buy: PhP 7840.31
Day 943 	Sell: PhP 7915.30 | Profit: PhP 74.99 	| Cumulative Profit: PhP 1750.36
Day 944 	Buy: PhP 7930.55
Day 945 	Sell: PhP 7885.23 | Profit: -PhP 45.32 	| Cumulative Profit: PhP 1705.04
Day 946 	Buy: PhP 7891.13
Day 947 	Sell: PhP 7955.24 | Profit: PhP 64.11 	| Cumulative Profit: PhP 1769.15
Day 948 	Buy: PhP 7933.76
Day 949 	Sell: PhP 7950.98 | Profit: PhP 17.22 	| Cumulative Profit: PhP 1786.37
Day 950 	Buy: PhP 7922.50
Day 951 	Sell: PhP 7946.53 | Profit: PhP 24.03 	| Cumulative Profit: PhP 1810.40
Day 952 	Buy: PhP 7991.19
Day 953 	Sell: PhP 8020.06 | Profit: PhP 28.87 	| Cumulative Profit: PhP 1839.27
Day 954 	Buy: PhP 7977.12
Day 955 	Hold...: 
Day 956 	Sell: PhP 8104.85 | Profit: PhP 127.73 	| Cumulative Profit: PhP 1967.00
Day 957 	Buy: PhP 8025.88
Day 958 	Sell: PhP 8073.81 | Profit: PhP 47.93 	| Cumulative Profit: PhP 2014.93
Day 959 	Buy: PhP 8065.76
Day 960 	Sell: PhP 8009.38 | Profit: -PhP 56.38 	| Cumulative Profit: PhP 1958.55
Day 961 	Buy: PhP 8012.34
Day 962 	Sell: PhP 7947.47 | Profit: -PhP 64.87 	| Cumulative Profit: PhP 1893.68
Day 963 	Buy: PhP 7933.71
Day 964 	Sell: PhP 7932.96 | Profit: -PhP 0.75 	| Cumulative Profit: PhP 1892.93
Day 965 	Buy: PhP 7880.94
Day 966 	Sell: PhP 7912.14 | Profit: PhP 31.20 	| Cumulative Profit: PhP 1924.13
Day 967 	Buy: PhP 7898.06
Day 968 	Sell: PhP 7818.89 | Profit: -PhP 79.17 	| Cumulative Profit: PhP 1844.96
Day 969 	Buy: PhP 7818.89
Day 970 	Sell: PhP 7771.62 | Profit: -PhP 47.27 	| Cumulative Profit: PhP 1797.69
Day 971 	Buy: PhP 7707.80
Day 972 	Sell: PhP 7836.89 | Profit: PhP 129.09 	| Cumulative Profit: PhP 1926.78
Day 973 	Buy: PhP 7768.66
Day 974 	Sell: PhP 7738.96 | Profit: -PhP 29.70 	| Cumulative Profit: PhP 1897.08
Day 975 	Buy: PhP 7877.19
Day 976 	Sell: PhP 7855.18 | Profit: -PhP 22.01 	| Cumulative Profit: PhP 1875.07
Day 977 	Buy: PhP 7815.93
Day 978 	Sell: PhP 7790.91 | Profit: -PhP 25.02 	| Cumulative Profit: PhP 1850.05
Day 979 	Buy: PhP 7801.72
Day 980 	Sell: PhP 7779.80 | Profit: -PhP 21.92 	| Cumulative Profit: PhP 1828.13
Day 981 	Buy: PhP 7736.18
Day 982 	Sell: PhP 7786.41 | Profit: PhP 50.23 	| Cumulative Profit: PhP 1878.36
Day 983 	Buy: PhP 7741.07
Day 984 	Sell: PhP 7877.63 | Profit: PhP 136.56 	| Cumulative Profit: PhP 2014.92
Day 985 	Buy: PhP 7701.60
Day 986 	Sell: PhP 7730.45 | Profit: PhP 28.85 	| Cumulative Profit: PhP 2043.77
Day 987 	Buy: PhP 7733.67
Day 988 	Sell: PhP 7653.94 | Profit: -PhP 79.73 	| Cumulative Profit: PhP 1964.04
Day 989 	Buy: PhP 7773.12
Day 990 	Sell: PhP 7872.60 | Profit: PhP 99.48 	| Cumulative Profit: PhP 2063.52
Day 991 	Buy: PhP 7842.28
===============================================
Total Profit: PhP 2063.52
===============================================
INFO:tensorflow:Assets written to: window30/assets

Case 3: Window size of 50 trading days

In [144]:
window_size = 50

markers50 = run_rl_stocks(stock_name, window_size, batch_size, epoch_count)

Epoch 1/1
Day 0 	Buy: PhP 6911.86
Day 1 	Hold...: 
Day 2 	Hold...: 
Day 3 	Sell: PhP 6820.60 | Profit: -PhP 91.26 	| Cumulative Profit: -PhP 91.26
Day 4 	Buy: PhP 6735.01
Day 5 	Hold...: 
Day 6 	Sell: PhP 6701.35 | Profit: -PhP 33.66 	| Cumulative Profit: -PhP 124.92
Day 7 	Buy: PhP 6807.72
Day 8 	Sell: PhP 6905.70 | Profit: PhP 97.98 	| Cumulative Profit: -PhP 26.94
Day 9 	Buy: PhP 6867.07
Day 10 	Hold...: 
Day 11 	Sell: PhP 6966.18 | Profit: PhP 99.11 	| Cumulative Profit: PhP 72.17
Day 12 	Buy: PhP 7002.42
Day 13 	Sell: PhP 6983.61 | Profit: -PhP 18.81 	| Cumulative Profit: PhP 53.36
Day 14 	Buy: PhP 6952.08
Day 15 	Sell: PhP 6833.42 | Profit: -PhP 118.66 	| Cumulative Profit: -PhP 65.30
Day 16 	Buy: PhP 6835.13
Day 17 	Hold...: 
Day 18 	Sell: PhP 6618.88 | Profit: -PhP 216.25 	| Cumulative Profit: -PhP 281.55
Day 19 	Buy: PhP 6575.43
Day 20 	Hold...: 
Day 21 	Sell: PhP 6330.55 | Profit: -PhP 244.88 	| Cumulative Profit: -PhP 526.43
Day 22 	Buy: PhP 6494.13
Day 23 	Hold...: 
Day 24 	Sell: PhP 6449.50 | Profit: -PhP 44.63 	| Cumulative Profit: -PhP 571.06
Day 25 	Buy: PhP 6335.09
Day 26 	Hold...: 
Day 27 	Sell: PhP 6259.61 | Profit: -PhP 75.48 	| Cumulative Profit: -PhP 646.54
Day 28 	Buy: PhP 6084.28
Day 29 	Hold...: 
Day 30 	Hold...: 
Day 31 	Hold...: 
Day 32 	Hold...: 
Day 33 	Sell: PhP 6563.38 | Profit: PhP 479.10 	| Cumulative Profit: -PhP 167.44
Day 34 	Buy: PhP 6687.62
Day 35 	Sell: PhP 6701.36 | Profit: PhP 13.74 	| Cumulative Profit: -PhP 153.70
Day 36 	Buy: PhP 6642.45
Day 37 	Hold...: 
Day 38 	Sell: PhP 6652.83 | Profit: PhP 10.38 	| Cumulative Profit: -PhP 143.32
Day 39 	Buy: PhP 6765.13
Day 40 	Hold...: 
Day 41 	Hold...: 
Day 42 	Hold...: 
Day 43 	Hold...: 
Day 44 	Hold...: 
Day 45 	Sell: PhP 6743.95 | Profit: -PhP 21.18 	| Cumulative Profit: -PhP 164.50
Day 46 	Buy: PhP 6756.82
Day 47 	Sell: PhP 6848.87 | Profit: PhP 92.05 	| Cumulative Profit: -PhP 72.45
Day 48 	Buy: PhP 6792.06
Day 49 	Sell: PhP 6783.08 | Profit: -PhP 8.98 	| Cumulative Profit: -PhP 81.43
Day 50 	Buy: PhP 6819.34
Day 51 	Sell: PhP 6769.26 | Profit: -PhP 50.08 	| Cumulative Profit: -PhP 131.51
Day 52 	Buy: PhP 6771.30
Day 53 	Hold...: 
Day 54 	Sell: PhP 6729.53 | Profit: -PhP 41.77 	| Cumulative Profit: -PhP 173.28
Day 55 	Buy: PhP 6882.45
Day 56 	Hold...: 
Day 57 	Sell: PhP 6899.07 | Profit: PhP 16.62 	| Cumulative Profit: -PhP 156.66
Day 58 	Buy: PhP 6892.69
Day 59 	Hold...: 
Day 60 	Hold...: 
Day 61 	Sell: PhP 7048.08 | Profit: PhP 155.39 	| Cumulative Profit: -PhP 1.27
Day 62 	Buy: PhP 7098.64
Day 63 	Hold...: 
Day 64 	Hold...: 
Day 65 	Hold...: 
Day 66 	Sell: PhP 7210.90 | Profit: PhP 112.26 	| Cumulative Profit: PhP 110.99
Day 67 	Buy: PhP 7306.74
Day 68 	Hold...: 
Day 69 	Sell: PhP 7342.03 | Profit: PhP 35.29 	| Cumulative Profit: PhP 146.28
Day 70 	Buy: PhP 7360.05
Day 71 	Sell: PhP 7334.52 | Profit: -PhP 25.53 	| Cumulative Profit: PhP 120.75
Day 72 	Buy: PhP 7274.40
Day 73 	Hold...: 
Day 74 	Hold...: 
Day 75 	Hold...: 
Day 76 	Hold...: 
Day 77 	Hold...: 
Day 78 	Sell: PhP 7180.55 | Profit: -PhP 93.85 	| Cumulative Profit: PhP 26.90
Day 79 	Buy: PhP 7232.97
Day 80 	Sell: PhP 7247.20 | Profit: PhP 14.23 	| Cumulative Profit: PhP 41.13
Day 81 	Buy: PhP 7291.43
Day 82 	Sell: PhP 7306.56 | Profit: PhP 15.13 	| Cumulative Profit: PhP 56.26
Day 83 	Buy: PhP 7341.00
Day 84 	Hold...: 
Day 85 	Hold...: 
Day 86 	Hold...: 
Day 87 	Sell: PhP 7215.09 | Profit: -PhP 125.91 	| Cumulative Profit: -PhP 69.65
Day 88 	Buy: PhP 7201.37
Day 89 	Hold...: 
Day 90 	Hold...: 
Day 91 	Hold...: 
Day 92 	Sell: PhP 7211.92 | Profit: PhP 10.55 	| Cumulative Profit: -PhP 59.10
Day 93 	Buy: PhP 7180.53
Day 94 	Sell: PhP 7162.56 | Profit: -PhP 17.97 	| Cumulative Profit: -PhP 77.07
Day 95 	Buy: PhP 7159.29
Day 96 	Hold...: 
Day 97 	Sell: PhP 7046.57 | Profit: -PhP 112.72 	| Cumulative Profit: -PhP 189.79
Day 98 	Buy: PhP 7081.86
Day 99 	Hold...: 
Day 100 	Sell: PhP 6991.87 | Profit: -PhP 89.99 	| Cumulative Profit: -PhP 279.78
Day 101 	Buy: PhP 7174.88
Day 102 	Hold...: 
Day 103 	Hold...: 
Day 104 	Sell: PhP 7436.79 | Profit: PhP 261.91 	| Cumulative Profit: -PhP 17.87
Day 105 	Buy: PhP 7511.74
Day 106 	Sell: PhP 7524.84 | Profit: PhP 13.10 	| Cumulative Profit: -PhP 4.77
Day 107 	Buy: PhP 7534.30
Day 108 	Sell: PhP 7427.33 | Profit: -PhP 106.97 	| Cumulative Profit: -PhP 111.74
Day 109 	Buy: PhP 7299.03
Day 110 	Sell: PhP 7306.69 | Profit: PhP 7.66 	| Cumulative Profit: -PhP 104.08
Day 111 	Buy: PhP 7356.72
Day 112 	Sell: PhP 7463.95 | Profit: PhP 107.23 	| Cumulative Profit: PhP 3.15
Day 113 	Buy: PhP 7376.38
Day 114 	Sell: PhP 7411.68 | Profit: PhP 35.30 	| Cumulative Profit: PhP 38.45
Day 115 	Buy: PhP 7464.34
Day 116 	Sell: PhP 7401.60 | Profit: -PhP 62.74 	| Cumulative Profit: -PhP 24.29
Day 117 	Buy: PhP 7500.79
Day 118 	Sell: PhP 7464.59 | Profit: -PhP 36.20 	| Cumulative Profit: -PhP 60.49
Day 119 	Buy: PhP 7514.22
Day 120 	Sell: PhP 7598.22 | Profit: PhP 84.00 	| Cumulative Profit: PhP 23.51
Day 121 	Buy: PhP 7710.54
Day 122 	Sell: PhP 7722.79 | Profit: PhP 12.25 	| Cumulative Profit: PhP 35.76
Day 123 	Buy: PhP 7536.65
Day 124 	Sell: PhP 7509.94 | Profit: -PhP 26.71 	| Cumulative Profit: PhP 9.05
Day 125 	Buy: PhP 7554.40
Day 126 	Sell: PhP 7460.12 | Profit: -PhP 94.28 	| Cumulative Profit: -PhP 85.23
Day 127 	Buy: PhP 7501.65
Day 128 	Sell: PhP 7564.47 | Profit: PhP 62.82 	| Cumulative Profit: -PhP 22.41
Day 129 	Buy: PhP 7622.07
Day 130 	Sell: PhP 7665.33 | Profit: PhP 43.26 	| Cumulative Profit: PhP 20.85
Day 131 	Buy: PhP 7767.23
Day 132 	Hold...: 
Day 133 	Sell: PhP 7729.78 | Profit: -PhP 37.45 	| Cumulative Profit: -PhP 16.60
Day 134 	Buy: PhP 7629.72
Day 135 	Sell: PhP 7715.90 | Profit: PhP 86.18 	| Cumulative Profit: PhP 69.58
Day 136 	Buy: PhP 7666.69
Day 137 	Sell: PhP 7798.53 | Profit: PhP 131.84 	| Cumulative Profit: PhP 201.42
Day 138 	Buy: PhP 7796.25
Day 139 	Hold...: 
Day 140 	Sell: PhP 7846.54 | Profit: PhP 50.29 	| Cumulative Profit: PhP 251.71
Day 141 	Buy: PhP 7808.13
Day 142 	Hold...: 
Day 143 	Sell: PhP 7771.52 | Profit: -PhP 36.61 	| Cumulative Profit: PhP 215.10
Day 144 	Buy: PhP 7865.27
Day 145 	Sell: PhP 7937.95 | Profit: PhP 72.68 	| Cumulative Profit: PhP 287.78
Day 146 	Buy: PhP 7944.02
Day 147 	Sell: PhP 7956.14 | Profit: PhP 12.12 	| Cumulative Profit: PhP 299.90
Day 148 	Buy: PhP 8030.06
Day 149 	Hold...: 
Day 150 	Hold...: 
Day 151 	Hold...: 
Day 152 	Sell: PhP 8102.30 | Profit: PhP 72.24 	| Cumulative Profit: PhP 372.14
Day 153 	Buy: PhP 8025.35
Day 154 	Sell: PhP 8049.13 | Profit: PhP 23.78 	| Cumulative Profit: PhP 395.92
Day 155 	Buy: PhP 8024.54
Day 156 	Sell: PhP 8100.48 | Profit: PhP 75.94 	| Cumulative Profit: PhP 471.86
Day 157 	Buy: PhP 8024.98
Day 158 	Sell: PhP 7963.11 | Profit: -PhP 61.87 	| Cumulative Profit: PhP 409.99
Day 159 	Buy: PhP 8069.81
Day 160 	Sell: PhP 8037.78 | Profit: -PhP 32.03 	| Cumulative Profit: PhP 377.96
Day 161 	Buy: PhP 7888.44
Day 162 	Sell: PhP 7978.57 | Profit: PhP 90.13 	| Cumulative Profit: PhP 468.09
Day 163 	Buy: PhP 7970.35
Day 164 	Sell: PhP 7993.58 | Profit: PhP 23.23 	| Cumulative Profit: PhP 491.32
Day 165 	Buy: PhP 8055.06
Day 166 	Hold...: 
Day 167 	Sell: PhP 7981.35 | Profit: -PhP 73.71 	| Cumulative Profit: PhP 417.61
Day 168 	Buy: PhP 7955.86
Day 169 	Sell: PhP 7960.17 | Profit: PhP 4.31 	| Cumulative Profit: PhP 421.92
Day 170 	Buy: PhP 7983.38
Day 171 	Sell: PhP 7946.19 | Profit: -PhP 37.19 	| Cumulative Profit: PhP 384.73
Day 172 	Buy: PhP 7952.81
Day 173 	Sell: PhP 7930.75 | Profit: -PhP 22.06 	| Cumulative Profit: PhP 362.67
Day 174 	Buy: PhP 7981.21
Day 175 	Hold...: 
Day 176 	Sell: PhP 7866.13 | Profit: -PhP 115.08 	| Cumulative Profit: PhP 247.59
Day 177 	Buy: PhP 7854.54
Day 178 	Sell: PhP 7845.49 | Profit: -PhP 9.05 	| Cumulative Profit: PhP 238.54
Day 179 	Buy: PhP 7794.93
Day 180 	Hold...: 
Day 181 	Sell: PhP 7773.31 | Profit: -PhP 21.62 	| Cumulative Profit: PhP 216.92
Day 182 	Buy: PhP 7807.42
Day 183 	Sell: PhP 7764.05 | Profit: -PhP 43.37 	| Cumulative Profit: PhP 173.55
Day 184 	Buy: PhP 7719.18
Day 185 	Sell: PhP 7619.10 | Profit: -PhP 100.08 	| Cumulative Profit: PhP 73.47
Day 186 	Buy: PhP 7667.07
Day 187 	Sell: PhP 7581.79 | Profit: -PhP 85.28 	| Cumulative Profit: -PhP 11.81
Day 188 	Buy: PhP 7550.27
Day 189 	Hold...: 
Day 190 	Sell: PhP 7708.42 | Profit: PhP 158.15 	| Cumulative Profit: PhP 146.34
Day 191 	Buy: PhP 7553.76
Day 192 	Sell: PhP 7575.84 | Profit: PhP 22.08 	| Cumulative Profit: PhP 168.42
Day 193 	Buy: PhP 7671.72
Day 194 	Sell: PhP 7675.42 | Profit: PhP 3.70 	| Cumulative Profit: PhP 172.12
Day 195 	Buy: PhP 7762.35
Day 196 	Sell: PhP 7723.60 | Profit: -PhP 38.75 	| Cumulative Profit: PhP 133.37
Day 197 	Buy: PhP 7632.46
Day 198 	Hold...: 
Day 199 	Sell: PhP 7586.96 | Profit: -PhP 45.50 	| Cumulative Profit: PhP 87.87
Day 200 	Buy: PhP 7714.86
Day 201 	Sell: PhP 7629.73 | Profit: -PhP 85.13 	| Cumulative Profit: PhP 2.74
Day 202 	Buy: PhP 7677.73
Day 203 	Sell: PhP 7719.24 | Profit: PhP 41.51 	| Cumulative Profit: PhP 44.25
Day 204 	Buy: PhP 7639.79
Day 205 	Sell: PhP 7620.16 | Profit: -PhP 19.63 	| Cumulative Profit: PhP 24.62
Day 206 	Buy: PhP 7578.29
Day 207 	Sell: PhP 7534.71 | Profit: -PhP 43.58 	| Cumulative Profit: -PhP 18.96
Day 208 	Buy: PhP 7520.82
Day 209 	Sell: PhP 7429.82 | Profit: -PhP 91.00 	| Cumulative Profit: -PhP 109.96
Day 210 	Buy: PhP 7312.18
Day 211 	Sell: PhP 7389.30 | Profit: PhP 77.12 	| Cumulative Profit: -PhP 32.84
Day 212 	Buy: PhP 7358.21
Day 213 	Sell: PhP 7571.15 | Profit: PhP 212.94 	| Cumulative Profit: PhP 180.10
Day 214 	Buy: PhP 7721.57
Day 215 	Sell: PhP 7713.32 | Profit: -PhP 8.25 	| Cumulative Profit: PhP 171.85
Day 216 	Buy: PhP 7650.22
Day 217 	Sell: PhP 7609.31 | Profit: -PhP 40.91 	| Cumulative Profit: PhP 130.94
Day 218 	Buy: PhP 7580.22
Day 219 	Sell: PhP 7494.41 | Profit: -PhP 85.81 	| Cumulative Profit: PhP 45.13
Day 220 	Buy: PhP 7445.14
Day 221 	Sell: PhP 7404.80 | Profit: -PhP 40.34 	| Cumulative Profit: PhP 4.79
Day 222 	Buy: PhP 7252.40
Day 223 	Hold...: 
Day 224 	Sell: PhP 7227.37 | Profit: -PhP 25.03 	| Cumulative Profit: -PhP 20.24
Day 225 	Buy: PhP 7197.19
Day 226 	Sell: PhP 7307.80 | Profit: PhP 110.61 	| Cumulative Profit: PhP 90.37
Day 227 	Buy: PhP 7119.04
Day 228 	Hold...: 
Day 229 	Sell: PhP 6975.09 | Profit: -PhP 143.95 	| Cumulative Profit: -PhP 53.58
Day 230 	Buy: PhP 6871.48
Day 231 	Sell: PhP 6857.15 | Profit: -PhP 14.33 	| Cumulative Profit: -PhP 67.91
Day 232 	Buy: PhP 6966.28
Day 233 	Hold...: 
Day 234 	Sell: PhP 7067.73 | Profit: PhP 101.45 	| Cumulative Profit: PhP 33.54
Day 235 	Buy: PhP 6979.06
Day 236 	Sell: PhP 6802.73 | Profit: -PhP 176.33 	| Cumulative Profit: -PhP 142.79
Day 237 	Buy: PhP 6836.64
Day 238 	Sell: PhP 6873.31 | Profit: PhP 36.67 	| Cumulative Profit: -PhP 106.12
Day 239 	Buy: PhP 6889.78
Day 240 	Hold...: 
Day 241 	Sell: PhP 6781.20 | Profit: -PhP 108.58 	| Cumulative Profit: -PhP 214.70
Day 242 	Buy: PhP 6864.87
Day 243 	Hold...: 
Day 244 	Hold...: 
Day 245 	Sell: PhP 6806.14 | Profit: -PhP 58.73 	| Cumulative Profit: -PhP 273.43
Day 246 	Buy: PhP 6866.81
Day 247 	Sell: PhP 7022.38 | Profit: PhP 155.57 	| Cumulative Profit: -PhP 117.86
Day 248 	Buy: PhP 7043.16
Day 249 	Hold...: 
Day 250 	Sell: PhP 6880.91 | Profit: -PhP 162.25 	| Cumulative Profit: -PhP 280.11
Day 251 	Buy: PhP 6928.34
Day 252 	Sell: PhP 6855.31 | Profit: -PhP 73.03 	| Cumulative Profit: -PhP 353.14
Day 253 	Buy: PhP 6850.71
Day 254 	Hold...: 
Day 255 	Hold...: 
Day 256 	Sell: PhP 6686.36 | Profit: -PhP 164.35 	| Cumulative Profit: -PhP 517.49
Day 257 	Buy: PhP 6587.17
Day 258 	Sell: PhP 6563.67 | Profit: -PhP 23.50 	| Cumulative Profit: -PhP 540.99
Day 259 	Buy: PhP 6658.20
Day 260 	Hold...: 
Day 261 	Hold...: 
Day 262 	Hold...: 
Day 263 	Sell: PhP 7030.95 | Profit: PhP 372.75 	| Cumulative Profit: -PhP 168.24
Day 264 	Buy: PhP 7209.44
Day 265 	Sell: PhP 7248.20 | Profit: PhP 38.76 	| Cumulative Profit: -PhP 129.48
Day 266 	Buy: PhP 7276.34
Day 267 	Hold...: 
Day 268 	Sell: PhP 7321.82 | Profit: PhP 45.48 	| Cumulative Profit: -PhP 84.00
Day 269 	Buy: PhP 7264.55
Day 270 	Sell: PhP 7238.52 | Profit: -PhP 26.03 	| Cumulative Profit: -PhP 110.03
Day 271 	Buy: PhP 7238.45
Day 272 	Sell: PhP 7123.33 | Profit: -PhP 115.12 	| Cumulative Profit: -PhP 225.15
Day 273 	Buy: PhP 7156.36
Day 274 	Sell: PhP 7246.08 | Profit: PhP 89.72 	| Cumulative Profit: -PhP 135.43
Day 275 	Buy: PhP 7232.66
Day 276 	Sell: PhP 7374.35 | Profit: PhP 141.69 	| Cumulative Profit: PhP 6.26
Day 277 	Buy: PhP 7370.65
Day 278 	Sell: PhP 7323.36 | Profit: -PhP 47.29 	| Cumulative Profit: -PhP 41.03
Day 279 	Buy: PhP 7332.64
Day 280 	Sell: PhP 7333.67 | Profit: PhP 1.03 	| Cumulative Profit: -PhP 40.00
Day 281 	Buy: PhP 7336.71
Day 282 	Hold...: 
Day 283 	Hold...: 
Day 284 	Hold...: 
Day 285 	Hold...: 
Day 286 	Sell: PhP 7294.40 | Profit: -PhP 42.31 	| Cumulative Profit: -PhP 82.31
Day 287 	Buy: PhP 7262.64
Day 288 	Sell: PhP 7234.82 | Profit: -PhP 27.82 	| Cumulative Profit: -PhP 110.13
Day 289 	Buy: PhP 7252.66
Day 290 	Sell: PhP 7235.21 | Profit: -PhP 17.45 	| Cumulative Profit: -PhP 127.58
Day 291 	Buy: PhP 7294.67
Day 292 	Sell: PhP 7206.84 | Profit: -PhP 87.83 	| Cumulative Profit: -PhP 215.41
Day 293 	Buy: PhP 7174.30
Day 294 	Hold...: 
Day 295 	Hold...: 
Day 296 	Sell: PhP 7281.19 | Profit: PhP 106.89 	| Cumulative Profit: -PhP 108.52
Day 297 	Buy: PhP 7282.68
Day 298 	Hold...: 
Day 299 	Hold...: 
Day 300 	Hold...: 
Day 301 	Hold...: 
Day 302 	Hold...: 
Day 303 	Hold...: 
Day 304 	Hold...: 
Day 305 	Hold...: 
Day 306 	Sell: PhP 7313.87 | Profit: PhP 31.19 	| Cumulative Profit: -PhP 77.33
Day 307 	Buy: PhP 7294.52
Day 308 	Sell: PhP 7294.56 | Profit: PhP 0.04 	| Cumulative Profit: -PhP 77.29
Day 309 	Buy: PhP 7295.45
Day 310 	Hold...: 
Day 311 	Sell: PhP 7233.09 | Profit: -PhP 62.36 	| Cumulative Profit: -PhP 139.65
Day 312 	Buy: PhP 7261.75
Day 313 	Sell: PhP 7253.79 | Profit: -PhP 7.96 	| Cumulative Profit: -PhP 147.61
Day 314 	Buy: PhP 7278.60
Day 315 	Sell: PhP 7345.02 | Profit: PhP 66.42 	| Cumulative Profit: -PhP 81.19
Day 316 	Buy: PhP 7316.57
Day 317 	Sell: PhP 7323.31 | Profit: PhP 6.74 	| Cumulative Profit: -PhP 74.45
Day 318 	Buy: PhP 7254.93
Day 319 	Sell: PhP 7301.03 | Profit: PhP 46.10 	| Cumulative Profit: -PhP 28.35
Day 320 	Buy: PhP 7269.62
Day 321 	Sell: PhP 7245.97 | Profit: -PhP 23.65 	| Cumulative Profit: -PhP 52.00
Day 322 	Buy: PhP 7331.46
Day 323 	Sell: PhP 7324.00 | Profit: -PhP 7.46 	| Cumulative Profit: -PhP 59.46
Day 324 	Buy: PhP 7332.59
Day 325 	Hold...: 
Day 326 	Sell: PhP 7341.65 | Profit: PhP 9.06 	| Cumulative Profit: -PhP 50.40
Day 327 	Buy: PhP 7446.49
Day 328 	Sell: PhP 7584.21 | Profit: PhP 137.72 	| Cumulative Profit: PhP 87.32
Day 329 	Buy: PhP 7565.32
Day 330 	Hold...: 
Day 331 	Hold...: 
Day 332 	Sell: PhP 7601.40 | Profit: PhP 36.08 	| Cumulative Profit: PhP 123.40
Day 333 	Buy: PhP 7629.64
Day 334 	Sell: PhP 7588.53 | Profit: -PhP 41.11 	| Cumulative Profit: PhP 82.29
Day 335 	Buy: PhP 7588.98
Day 336 	Sell: PhP 7522.98 | Profit: -PhP 66.00 	| Cumulative Profit: PhP 16.29
Day 337 	Buy: PhP 7563.45
Day 338 	Hold...: 
Day 339 	Sell: PhP 7588.88 | Profit: PhP 25.43 	| Cumulative Profit: PhP 41.72
Day 340 	Buy: PhP 7700.46
Day 341 	Sell: PhP 7726.45 | Profit: PhP 25.99 	| Cumulative Profit: PhP 67.71
Day 342 	Buy: PhP 7661.01
Day 343 	Sell: PhP 7703.10 | Profit: PhP 42.09 	| Cumulative Profit: PhP 109.80
Day 344 	Buy: PhP 7682.26
Day 345 	Sell: PhP 7755.75 | Profit: PhP 73.49 	| Cumulative Profit: PhP 183.29
Day 346 	Buy: PhP 7841.99
Day 347 	Sell: PhP 7962.33 | Profit: PhP 120.34 	| Cumulative Profit: PhP 303.63
Day 348 	Buy: PhP 7923.50
Day 349 	Sell: PhP 7794.17 | Profit: -PhP 129.33 	| Cumulative Profit: PhP 174.30
Day 350 	Buy: PhP 7816.40
Day 351 	Hold...: 
Day 352 	Sell: PhP 7772.93 | Profit: -PhP 43.47 	| Cumulative Profit: PhP 130.83
Day 353 	Buy: PhP 7791.07
Day 354 	Sell: PhP 7826.53 | Profit: PhP 35.46 	| Cumulative Profit: PhP 166.29
Day 355 	Buy: PhP 7757.69
Day 356 	Sell: PhP 7767.62 | Profit: PhP 9.93 	| Cumulative Profit: PhP 176.22
Day 357 	Buy: PhP 7806.57
Day 358 	Sell: PhP 7812.14 | Profit: PhP 5.57 	| Cumulative Profit: PhP 181.79
Day 359 	Buy: PhP 7837.82
Day 360 	Sell: PhP 7871.65 | Profit: PhP 33.83 	| Cumulative Profit: PhP 215.62
Day 361 	Buy: PhP 7867.49
Day 362 	Hold...: 
Day 363 	Sell: PhP 7860.77 | Profit: -PhP 6.72 	| Cumulative Profit: PhP 208.90
Day 364 	Buy: PhP 7837.12
Day 365 	Sell: PhP 7927.49 | Profit: PhP 90.37 	| Cumulative Profit: PhP 299.27
Day 366 	Buy: PhP 7907.66
Day 367 	Sell: PhP 8001.38 | Profit: PhP 93.72 	| Cumulative Profit: PhP 392.99
Day 368 	Buy: PhP 7953.12
Day 369 	Sell: PhP 8002.32 | Profit: PhP 49.20 	| Cumulative Profit: PhP 442.19
Day 370 	Buy: PhP 7958.63
Day 371 	Sell: PhP 7990.24 | Profit: PhP 31.61 	| Cumulative Profit: PhP 473.80
Day 372 	Buy: PhP 7917.89
Day 373 	Sell: PhP 7966.01 | Profit: PhP 48.12 	| Cumulative Profit: PhP 521.92
Day 374 	Buy: PhP 7964.49
Day 375 	Sell: PhP 7882.22 | Profit: -PhP 82.27 	| Cumulative Profit: PhP 439.65
Day 376 	Buy: PhP 7943.75
Day 377 	Sell: PhP 7917.86 | Profit: -PhP 25.89 	| Cumulative Profit: PhP 413.76
Day 378 	Buy: PhP 7886.37
Day 379 	Sell: PhP 7858.34 | Profit: -PhP 28.03 	| Cumulative Profit: PhP 385.73
Day 380 	Buy: PhP 7814.17
Day 381 	Sell: PhP 7876.37 | Profit: PhP 62.20 	| Cumulative Profit: PhP 447.93
Day 382 	Buy: PhP 7857.18
Day 383 	Sell: PhP 7788.06 | Profit: -PhP 69.12 	| Cumulative Profit: PhP 378.81
Day 384 	Buy: PhP 7843.16
Day 385 	Sell: PhP 7866.52 | Profit: PhP 23.36 	| Cumulative Profit: PhP 402.17
Day 386 	Buy: PhP 7833.96
Day 387 	Sell: PhP 7848.84 | Profit: PhP 14.88 	| Cumulative Profit: PhP 417.05
Day 388 	Buy: PhP 7888.31
Day 389 	Sell: PhP 7889.33 | Profit: PhP 1.02 	| Cumulative Profit: PhP 418.07
Day 390 	Buy: PhP 7837.47
Day 391 	Hold...: 
Day 392 	Hold...: 
Day 393 	Hold...: 
Day 394 	Hold...: 
Day 395 	Hold...: 
Day 396 	Hold...: 
Day 397 	Sell: PhP 7972.90 | Profit: PhP 135.43 	| Cumulative Profit: PhP 553.50
Day 398 	Buy: PhP 7904.34
Day 399 	Sell: PhP 7989.73 | Profit: PhP 85.39 	| Cumulative Profit: PhP 638.89
Day 400 	Buy: PhP 7962.64
Day 401 	Sell: PhP 7971.72 | Profit: PhP 9.08 	| Cumulative Profit: PhP 647.97
Day 402 	Buy: PhP 8037.51
Day 403 	Hold...: 
Day 404 	Hold...: 
Day 405 	Hold...: 
Day 406 	Hold...: 
Day 407 	Hold...: 
Day 408 	Hold...: 
Day 409 	Hold...: 
Day 410 	Hold...: 
Day 411 	Hold...: 
Day 412 	Hold...: 
Day 413 	Hold...: 
Day 414 	Hold...: 
Day 415 	Sell: PhP 7962.12 | Profit: -PhP 75.39 	| Cumulative Profit: PhP 572.58
Day 416 	Buy: PhP 8009.41
Day 417 	Hold...: 
Day 418 	Sell: PhP 8072.75 | Profit: PhP 63.34 	| Cumulative Profit: PhP 635.92
Day 419 	Buy: PhP 8016.73
Day 420 	Sell: PhP 8016.73 | Profit: PhP 0.00 	| Cumulative Profit: PhP 635.92
Day 421 	Buy: PhP 8015.93
Day 422 	Sell: PhP 7998.75 | Profit: -PhP 17.18 	| Cumulative Profit: PhP 618.74
Day 423 	Buy: PhP 8004.93
Day 424 	Sell: PhP 8015.14 | Profit: PhP 10.21 	| Cumulative Profit: PhP 628.95
Day 425 	Buy: PhP 7948.39
Day 426 	Sell: PhP 7956.73 | Profit: PhP 8.34 	| Cumulative Profit: PhP 637.29
Day 427 	Buy: PhP 7958.57
Day 428 	Hold...: 
Day 429 	Hold...: 
Day 430 	Hold...: 
Day 431 	Sell: PhP 8022.98 | Profit: PhP 64.41 	| Cumulative Profit: PhP 701.70
Day 432 	Buy: PhP 8022.75
Day 433 	Sell: PhP 8049.31 | Profit: PhP 26.56 	| Cumulative Profit: PhP 728.26
Day 434 	Buy: PhP 8053.88
Day 435 	Sell: PhP 8144.91 | Profit: PhP 91.03 	| Cumulative Profit: PhP 819.29
Day 436 	Buy: PhP 8180.85
Day 437 	Sell: PhP 8294.14 | Profit: PhP 113.29 	| Cumulative Profit: PhP 932.58
Day 438 	Buy: PhP 8162.70
Day 439 	Sell: PhP 8219.32 | Profit: PhP 56.62 	| Cumulative Profit: PhP 989.20
Day 440 	Buy: PhP 8286.86
Day 441 	Sell: PhP 8281.27 | Profit: -PhP 5.59 	| Cumulative Profit: PhP 983.61
Day 442 	Buy: PhP 8244.73
Day 443 	Sell: PhP 8170.14 | Profit: -PhP 74.59 	| Cumulative Profit: PhP 909.02
Day 444 	Buy: PhP 8221.92
Day 445 	Sell: PhP 8156.04 | Profit: -PhP 65.88 	| Cumulative Profit: PhP 843.14
Day 446 	Buy: PhP 8171.43
Day 447 	Sell: PhP 8256.28 | Profit: PhP 84.85 	| Cumulative Profit: PhP 927.99
Day 448 	Buy: PhP 8312.93
Day 449 	Sell: PhP 8344.05 | Profit: PhP 31.12 	| Cumulative Profit: PhP 959.11
Day 450 	Buy: PhP 8294.01
Day 451 	Sell: PhP 8310.88 | Profit: PhP 16.87 	| Cumulative Profit: PhP 975.98
Day 452 	Buy: PhP 8367.38
Day 453 	Sell: PhP 8398.04 | Profit: PhP 30.66 	| Cumulative Profit: PhP 1006.64
Day 454 	Buy: PhP 8358.47
Day 455 	Sell: PhP 8402.81 | Profit: PhP 44.34 	| Cumulative Profit: PhP 1050.98
Day 456 	Buy: PhP 8447.94
Day 457 	Sell: PhP 8497.74 | Profit: PhP 49.80 	| Cumulative Profit: PhP 1100.78
Day 458 	Buy: PhP 8431.73
Day 459 	Sell: PhP 8487.37 | Profit: PhP 55.64 	| Cumulative Profit: PhP 1156.42
Day 460 	Buy: PhP 8420.95
Day 461 	Sell: PhP 8348.32 | Profit: -PhP 72.63 	| Cumulative Profit: PhP 1083.79
Day 462 	Buy: PhP 8279.92
Day 463 	Sell: PhP 8303.35 | Profit: PhP 23.43 	| Cumulative Profit: PhP 1107.22
Day 464 	Buy: PhP 8267.92
Day 465 	Hold...: 
Day 466 	Sell: PhP 8365.26 | Profit: PhP 97.34 	| Cumulative Profit: PhP 1204.56
Day 467 	Buy: PhP 8516.02
Day 468 	Sell: PhP 8376.13 | Profit: -PhP 139.89 	| Cumulative Profit: PhP 1064.67
Day 469 	Buy: PhP 8523.07
Day 470 	Sell: PhP 8521.81 | Profit: -PhP 1.26 	| Cumulative Profit: PhP 1063.41
Day 471 	Buy: PhP 8508.49
Day 472 	Sell: PhP 8519.82 | Profit: PhP 11.33 	| Cumulative Profit: PhP 1074.74
Day 473 	Buy: PhP 8433.48
Day 474 	Sell: PhP 8330.02 | Profit: -PhP 103.46 	| Cumulative Profit: PhP 971.27
Day 475 	Buy: PhP 8379.64
Day 476 	Sell: PhP 8273.44 | Profit: -PhP 106.20 	| Cumulative Profit: PhP 865.08
Day 477 	Buy: PhP 8206.44
Day 478 	Hold...: 
Day 479 	Hold...: 
Day 480 	Hold...: 
Day 481 	Sell: PhP 8265.68 | Profit: PhP 59.24 	| Cumulative Profit: PhP 924.31
Day 482 	Buy: PhP 8343.23
Day 483 	Sell: PhP 8365.11 | Profit: PhP 21.88 	| Cumulative Profit: PhP 946.19
Day 484 	Buy: PhP 8361.69
Day 485 	Sell: PhP 8291.88 | Profit: -PhP 69.81 	| Cumulative Profit: PhP 876.38
Day 486 	Buy: PhP 8254.03
Day 487 	Hold...: 
Day 488 	Sell: PhP 8144.02 | Profit: -PhP 110.01 	| Cumulative Profit: PhP 766.37
Day 489 	Buy: PhP 8084.45
Day 490 	Hold...: 
Day 491 	Hold...: 
Day 492 	Hold...: 
Day 493 	Hold...: 
Day 494 	Hold...: 
Day 495 	Hold...: 
Day 496 	Hold...: 
Day 497 	Hold...: 
Day 498 	Hold...: 
Day 499 	Hold...: 
Day 500 	Hold...: 
Day 501 	Hold...: 
Day 502 	Hold...: 
Day 503 	Hold...: 
Day 504 	Hold...: 
Day 505 	Hold...: 
Day 506 	Hold...: 
Day 507 	Hold...: 
Day 508 	Hold...: 
Day 509 	Hold...: 
Day 510 	Hold...: 
Day 511 	Hold...: 
Day 512 	Sell: PhP 8920.29 | Profit: PhP 835.84 	| Cumulative Profit: PhP 1602.21
Day 513 	Buy: PhP 8813.25
Day 514 	Sell: PhP 8814.62 | Profit: PhP 1.37 	| Cumulative Profit: PhP 1603.58
Day 515 	Buy: PhP 8857.72
Day 516 	Sell: PhP 8865.13 | Profit: PhP 7.41 	| Cumulative Profit: PhP 1610.99
Day 517 	Buy: PhP 8848.99
Day 518 	Sell: PhP 8820.74 | Profit: -PhP 28.25 	| Cumulative Profit: PhP 1582.74
Day 519 	Buy: PhP 8915.92
Day 520 	Hold...: 
Day 521 	Hold...: 
Day 522 	Hold...: 
Day 523 	Hold...: 
Day 524 	Hold...: 
Day 525 	Hold...: 
Day 526 	Sell: PhP 8910.48 | Profit: -PhP 5.44 	| Cumulative Profit: PhP 1577.30
Day 527 	Buy: PhP 8764.01
Day 528 	Sell: PhP 8738.72 | Profit: -PhP 25.29 	| Cumulative Profit: PhP 1552.01
Day 529 	Buy: PhP 8810.75
Day 530 	Sell: PhP 8616.00 | Profit: -PhP 194.75 	| Cumulative Profit: PhP 1357.26
Day 531 	Buy: PhP 8550.42
Day 532 	Hold...: 
Day 533 	Sell: PhP 8645.08 | Profit: PhP 94.66 	| Cumulative Profit: PhP 1451.92
Day 534 	Buy: PhP 8503.69
Day 535 	Hold...: 
Day 536 	Hold...: 
Day 537 	Hold...: 
Day 538 	Hold...: 
Day 539 	Hold...: 
Day 540 	Hold...: 
Day 541 	Hold...: 
Day 542 	Hold...: 
Day 543 	Hold...: 
Day 544 	Hold...: 
Day 545 	Hold...: 
Day 546 	Hold...: 
Day 547 	Hold...: 
Day 548 	Hold...: 
Day 549 	Hold...: 
Day 550 	Hold...: 
Day 551 	Hold...: 
Day 552 	Hold...: 
Day 553 	Hold...: 
Day 554 	Hold...: 
Day 555 	Hold...: 
Day 556 	Hold...: 
Day 557 	Hold...: 
Day 558 	Hold...: 
Day 559 	Hold...: 
Day 560 	Hold...: 
Day 561 	Hold...: 
Day 562 	Hold...: 
Day 563 	Hold...: 
Day 564 	Hold...: 
Day 565 	Hold...: 
Day 566 	Hold...: 
Day 567 	Hold...: 
Day 568 	Hold...: 
Day 569 	Hold...: 
Day 570 	Hold...: 
Day 571 	Hold...: 
Day 572 	Hold...: 
Day 573 	Hold...: 
Day 574 	Hold...: 
Day 575 	Hold...: 
Day 576 	Hold...: 
Day 577 	Hold...: 
Day 578 	Hold...: 
Day 579 	Hold...: 
Day 580 	Hold...: 
Day 581 	Hold...: 
Day 582 	Hold...: 
Day 583 	Hold...: 
Day 584 	Hold...: 
Day 585 	Hold...: 
Day 586 	Hold...: 
Day 587 	Hold...: 
Day 588 	Hold...: 
Day 589 	Hold...: 
Day 590 	Hold...: 
Day 591 	Hold...: 
Day 592 	Hold...: 
Day 593 	Hold...: 
Day 594 	Hold...: 
Day 595 	Hold...: 
Day 596 	Hold...: 
Day 597 	Hold...: 
Day 598 	Hold...: 
Day 599 	Hold...: 
Day 600 	Hold...: 
Day 601 	Hold...: 
Day 602 	Hold...: 
Day 603 	Hold...: 
Day 604 	Hold...: 
Day 605 	Hold...: 
Day 606 	Hold...: 
Day 607 	Hold...: 
Day 608 	Hold...: 
Day 609 	Hold...: 
Day 610 	Hold...: 
Day 611 	Hold...: 
Day 612 	Hold...: 
Day 613 	Hold...: 
Day 614 	Hold...: 
Day 615 	Hold...: 
Day 616 	Hold...: 
Day 617 	Hold...: 
Day 618 	Hold...: 
Day 619 	Hold...: 
Day 620 	Hold...: 
Day 621 	Hold...: 
Day 622 	Hold...: 
Day 623 	Hold...: 
Day 624 	Hold...: 
Day 625 	Hold...: 
Day 626 	Hold...: 
Day 627 	Hold...: 
Day 628 	Hold...: 
Day 629 	Hold...: 
Day 630 	Hold...: 
Day 631 	Hold...: 
Day 632 	Hold...: 
Day 633 	Hold...: 
Day 634 	Hold...: 
Day 635 	Hold...: 
Day 636 	Hold...: 
Day 637 	Hold...: 
Day 638 	Hold...: 
Day 639 	Hold...: 
Day 640 	Hold...: 
Day 641 	Hold...: 
Day 642 	Hold...: 
Day 643 	Hold...: 
Day 644 	Hold...: 
Day 645 	Hold...: 
Day 646 	Hold...: 
Day 647 	Hold...: 
Day 648 	Hold...: 
Day 649 	Hold...: 
Day 650 	Hold...: 
Day 651 	Hold...: 
Day 652 	Hold...: 
Day 653 	Hold...: 
Day 654 	Hold...: 
Day 655 	Hold...: 
Day 656 	Hold...: 
Day 657 	Hold...: 
Day 658 	Hold...: 
Day 659 	Hold...: 
Day 660 	Hold...: 
Day 661 	Hold...: 
Day 662 	Hold...: 
Day 663 	Hold...: 
Day 664 	Hold...: 
Day 665 	Sell: PhP 7766.47 | Profit: -PhP 737.22 	| Cumulative Profit: PhP 714.70
Day 666 	Buy: PhP 7844.61
Day 667 	Sell: PhP 7830.96 | Profit: -PhP 13.65 	| Cumulative Profit: PhP 701.05
Day 668 	Buy: PhP 7853.16
Day 669 	Sell: PhP 7855.71 | Profit: PhP 2.55 	| Cumulative Profit: PhP 703.60
Day 670 	Buy: PhP 7832.22
Day 671 	Sell: PhP 7881.82 | Profit: PhP 49.60 	| Cumulative Profit: PhP 753.20
Day 672 	Buy: PhP 7752.27
Day 673 	Sell: PhP 7638.71 | Profit: -PhP 113.56 	| Cumulative Profit: PhP 639.64
Day 674 	Buy: PhP 7598.64
Day 675 	Sell: PhP 7596.15 | Profit: -PhP 2.49 	| Cumulative Profit: PhP 637.15
Day 676 	Buy: PhP 7518.01
Day 677 	Sell: PhP 7449.20 | Profit: -PhP 68.81 	| Cumulative Profit: PhP 568.34
Day 678 	Buy: PhP 7517.37
Day 679 	Sell: PhP 7413.15 | Profit: -PhP 104.22 	| Cumulative Profit: PhP 464.12
Day 680 	Buy: PhP 7413.56
Day 681 	Sell: PhP 7286.34 | Profit: -PhP 127.22 	| Cumulative Profit: PhP 336.90
Day 682 	Buy: PhP 7221.23
Day 683 	Sell: PhP 7134.73 | Profit: -PhP 86.50 	| Cumulative Profit: PhP 250.40
Day 684 	Buy: PhP 7383.00
Day 685 	Sell: PhP 7433.61 | Profit: PhP 50.61 	| Cumulative Profit: PhP 301.01
Day 686 	Buy: PhP 7332.17
Day 687 	Sell: PhP 7268.21 | Profit: -PhP 63.96 	| Cumulative Profit: PhP 237.05
Day 688 	Buy: PhP 7320.59
Day 689 	Sell: PhP 7276.82 | Profit: -PhP 43.77 	| Cumulative Profit: PhP 193.28
Day 690 	Buy: PhP 7222.08
Day 691 	Sell: PhP 7132.36 | Profit: -PhP 89.72 	| Cumulative Profit: PhP 103.56
Day 692 	Buy: PhP 7210.87
Day 693 	Sell: PhP 7093.34 | Profit: -PhP 117.53 	| Cumulative Profit: -PhP 13.97
Day 694 	Buy: PhP 7078.20
Day 695 	Sell: PhP 7050.82 | Profit: -PhP 27.38 	| Cumulative Profit: -PhP 41.35
Day 696 	Buy: PhP 7059.38
Day 697 	Sell: PhP 7001.14 | Profit: -PhP 58.24 	| Cumulative Profit: -PhP 99.59
Day 698 	Buy: PhP 6884.38
Day 699 	Sell: PhP 7004.77 | Profit: PhP 120.39 	| Cumulative Profit: PhP 20.80
Day 700 	Buy: PhP 6926.51
Day 701 	Sell: PhP 6987.02 | Profit: PhP 60.51 	| Cumulative Profit: PhP 81.31
Day 702 	Buy: PhP 7099.68
Day 703 	Sell: PhP 7141.25 | Profit: PhP 41.57 	| Cumulative Profit: PhP 122.88
Day 704 	Buy: PhP 7151.52
Day 705 	Sell: PhP 7236.16 | Profit: PhP 84.64 	| Cumulative Profit: PhP 207.52
Day 706 	Buy: PhP 7197.62
Day 707 	Sell: PhP 7129.42 | Profit: -PhP 68.20 	| Cumulative Profit: PhP 139.32
Day 708 	Buy: PhP 6966.84
Day 709 	Sell: PhP 7064.33 | Profit: PhP 97.49 	| Cumulative Profit: PhP 236.81
Day 710 	Buy: PhP 7109.03
Day 711 	Sell: PhP 7016.06 | Profit: -PhP 92.97 	| Cumulative Profit: PhP 143.84
Day 712 	Buy: PhP 7140.29
Day 713 	Sell: PhP 7213.44 | Profit: PhP 73.15 	| Cumulative Profit: PhP 216.99
Day 714 	Buy: PhP 7180.11
Day 715 	Sell: PhP 7133.93 | Profit: -PhP 46.18 	| Cumulative Profit: PhP 170.81
Day 716 	Buy: PhP 7006.54
Day 717 	Sell: PhP 6968.82 | Profit: -PhP 37.72 	| Cumulative Profit: PhP 133.09
Day 718 	Buy: PhP 6926.20
Day 719 	Sell: PhP 6843.83 | Profit: -PhP 82.37 	| Cumulative Profit: PhP 50.72
Day 720 	Buy: PhP 6923.08
Day 721 	Sell: PhP 6952.59 | Profit: PhP 29.51 	| Cumulative Profit: PhP 80.23
Day 722 	Buy: PhP 7083.34
Day 723 	Sell: PhP 7270.26 | Profit: PhP 186.92 	| Cumulative Profit: PhP 267.15
Day 724 	Buy: PhP 7302.94
Day 725 	Sell: PhP 7265.45 | Profit: -PhP 37.49 	| Cumulative Profit: PhP 229.66
Day 726 	Buy: PhP 7268.38
Day 727 	Sell: PhP 7340.18 | Profit: PhP 71.80 	| Cumulative Profit: PhP 301.46
Day 728 	Buy: PhP 7397.87
Day 729 	Sell: PhP 7413.63 | Profit: PhP 15.76 	| Cumulative Profit: PhP 317.22
Day 730 	Buy: PhP 7382.43
Day 731 	Sell: PhP 7367.85 | Profit: -PhP 14.58 	| Cumulative Profit: PhP 302.64
Day 732 	Buy: PhP 7532.90
Day 733 	Sell: PhP 7703.92 | Profit: PhP 171.02 	| Cumulative Profit: PhP 473.66
Day 734 	Buy: PhP 7630.90
Day 735 	Sell: PhP 7535.32 | Profit: -PhP 95.58 	| Cumulative Profit: PhP 378.08
Day 736 	Buy: PhP 7461.06
Day 737 	Sell: PhP 7348.21 | Profit: -PhP 112.85 	| Cumulative Profit: PhP 265.23
Day 738 	Buy: PhP 7451.08
Day 739 	Sell: PhP 7488.24 | Profit: PhP 37.16 	| Cumulative Profit: PhP 302.39
Day 740 	Buy: PhP 7522.92
Day 741 	Sell: PhP 7524.37 | Profit: PhP 1.45 	| Cumulative Profit: PhP 303.84
Day 742 	Buy: PhP 7520.40
Day 743 	Sell: PhP 7420.40 | Profit: -PhP 100.00 	| Cumulative Profit: PhP 203.84
Day 744 	Buy: PhP 7579.62
Day 745 	Sell: PhP 7563.41 | Profit: -PhP 16.21 	| Cumulative Profit: PhP 187.63
Day 746 	Buy: PhP 7479.71
Day 747 	Sell: PhP 7450.01 | Profit: -PhP 29.70 	| Cumulative Profit: PhP 157.93
Day 748 	Buy: PhP 7482.66
Day 749 	Sell: PhP 7466.02 | Profit: -PhP 16.64 	| Cumulative Profit: PhP 141.29
Day 750 	Buy: PhP 7489.20
Day 751 	Sell: PhP 7680.60 | Profit: PhP 191.40 	| Cumulative Profit: PhP 332.69
Day 752 	Buy: PhP 7761.11
Day 753 	Sell: PhP 7787.66 | Profit: PhP 26.55 	| Cumulative Profit: PhP 359.24
Day 754 	Buy: PhP 7702.12
Day 755 	Sell: PhP 7855.22 | Profit: PhP 153.10 	| Cumulative Profit: PhP 512.34
Day 756 	Buy: PhP 7985.23
Day 757 	Sell: PhP 7904.09 | Profit: -PhP 81.14 	| Cumulative Profit: PhP 431.20
Day 758 	Buy: PhP 8024.14
Day 759 	Hold...: 
Day 760 	Sell: PhP 7864.70 | Profit: -PhP 159.44 	| Cumulative Profit: PhP 271.76
Day 761 	Buy: PhP 7927.20
Day 762 	Sell: PhP 8047.12 | Profit: PhP 119.92 	| Cumulative Profit: PhP 391.68
Day 763 	Buy: PhP 8007.46
Day 764 	Sell: PhP 8008.67 | Profit: PhP 1.21 	| Cumulative Profit: PhP 392.89
Day 765 	Buy: PhP 7989.65
Day 766 	Sell: PhP 8064.90 | Profit: PhP 75.25 	| Cumulative Profit: PhP 468.14
Day 767 	Buy: PhP 8053.20
Day 768 	Sell: PhP 8053.92 | Profit: PhP 0.72 	| Cumulative Profit: PhP 468.86
Day 769 	Buy: PhP 8050.82
Day 770 	Sell: PhP 7979.95 | Profit: -PhP 70.87 	| Cumulative Profit: PhP 397.99
Day 771 	Buy: PhP 8007.48
Day 772 	Hold...: 
Day 773 	Sell: PhP 8069.48 | Profit: PhP 62.00 	| Cumulative Profit: PhP 459.99
Day 774 	Buy: PhP 8058.45
Day 775 	Sell: PhP 8100.30 | Profit: PhP 41.85 	| Cumulative Profit: PhP 501.84
Day 776 	Buy: PhP 8070.89
Day 777 	Sell: PhP 8061.54 | Profit: -PhP 9.35 	| Cumulative Profit: PhP 492.49
Day 778 	Buy: PhP 8009.92
Day 779 	Sell: PhP 7920.24 | Profit: -PhP 89.68 	| Cumulative Profit: PhP 402.81
Day 780 	Buy: PhP 7991.25
Day 781 	Sell: PhP 7908.89 | Profit: -PhP 82.36 	| Cumulative Profit: PhP 320.45
Day 782 	Buy: PhP 7910.58
Day 783 	Sell: PhP 7833.75 | Profit: -PhP 76.83 	| Cumulative Profit: PhP 243.62
Day 784 	Buy: PhP 7939.24
Day 785 	Sell: PhP 7931.30 | Profit: -PhP 7.94 	| Cumulative Profit: PhP 235.68
Day 786 	Buy: PhP 7962.13
Day 787 	Sell: PhP 7988.16 | Profit: PhP 26.03 	| Cumulative Profit: PhP 261.71
Day 788 	Buy: PhP 7889.12
Day 789 	Sell: PhP 7705.49 | Profit: -PhP 183.63 	| Cumulative Profit: PhP 78.08
Day 790 	Buy: PhP 7641.77
Day 791 	Sell: PhP 7675.47 | Profit: PhP 33.70 	| Cumulative Profit: PhP 111.78
Day 792 	Buy: PhP 7670.62
Day 793 	Sell: PhP 7821.34 | Profit: PhP 150.72 	| Cumulative Profit: PhP 262.50
Day 794 	Buy: PhP 7881.79
Day 795 	Sell: PhP 7797.11 | Profit: -PhP 84.68 	| Cumulative Profit: PhP 177.82
Day 796 	Buy: PhP 7708.72
Day 797 	Sell: PhP 7747.54 | Profit: PhP 38.82 	| Cumulative Profit: PhP 216.64
Day 798 	Buy: PhP 7766.15
Day 799 	Sell: PhP 7750.42 | Profit: -PhP 15.73 	| Cumulative Profit: PhP 200.91
Day 800 	Buy: PhP 7798.28
Day 801 	Sell: PhP 7873.02 | Profit: PhP 74.74 	| Cumulative Profit: PhP 275.65
Day 802 	Buy: PhP 7843.41
Day 803 	Sell: PhP 7858.20 | Profit: PhP 14.79 	| Cumulative Profit: PhP 290.44
Day 804 	Buy: PhP 7954.72
Day 805 	Sell: PhP 8013.42 | Profit: PhP 58.70 	| Cumulative Profit: PhP 349.14
Day 806 	Buy: PhP 7863.02
Day 807 	Sell: PhP 7907.03 | Profit: PhP 44.01 	| Cumulative Profit: PhP 393.15
Day 808 	Buy: PhP 7861.05
Day 809 	Sell: PhP 7876.40 | Profit: PhP 15.35 	| Cumulative Profit: PhP 408.50
Day 810 	Buy: PhP 7920.93
Day 811 	Sell: PhP 7840.31 | Profit: -PhP 80.62 	| Cumulative Profit: PhP 327.88
Day 812 	Buy: PhP 7879.21
Day 813 	Sell: PhP 7895.06 | Profit: PhP 15.85 	| Cumulative Profit: PhP 343.73
Day 814 	Buy: PhP 7854.13
Day 815 	Sell: PhP 7873.18 | Profit: PhP 19.05 	| Cumulative Profit: PhP 362.78
Day 816 	Buy: PhP 7915.63
Day 817 	Hold...: 
Day 818 	Sell: PhP 7955.80 | Profit: PhP 40.17 	| Cumulative Profit: PhP 402.95
Day 819 	Buy: PhP 7880.82
Day 820 	Sell: PhP 7787.98 | Profit: -PhP 92.84 	| Cumulative Profit: PhP 310.11
Day 821 	Buy: PhP 7826.46
Day 822 	Sell: PhP 7835.15 | Profit: PhP 8.69 	| Cumulative Profit: PhP 318.80
Day 823 	Buy: PhP 7832.43
Day 824 	Sell: PhP 7818.93 | Profit: -PhP 13.50 	| Cumulative Profit: PhP 305.30
Day 825 	Buy: PhP 7846.99
Day 826 	Hold...: 
Day 827 	Hold...: 
Day 828 	Hold...: 
Day 829 	Sell: PhP 7952.72 | Profit: PhP 105.73 	| Cumulative Profit: PhP 411.03
Day 830 	Buy: PhP 8001.57
Day 831 	Sell: PhP 7967.98 | Profit: -PhP 33.59 	| Cumulative Profit: PhP 377.44
Day 832 	Buy: PhP 7862.30
Day 833 	Sell: PhP 7910.63 | Profit: PhP 48.33 	| Cumulative Profit: PhP 425.77
Day 834 	Buy: PhP 7926.69
Day 835 	Sell: PhP 7755.62 | Profit: -PhP 171.07 	| Cumulative Profit: PhP 254.70
Day 836 	Buy: PhP 7742.20
Day 837 	Sell: PhP 7646.66 | Profit: -PhP 95.54 	| Cumulative Profit: PhP 159.16
Day 838 	Buy: PhP 7576.71
Day 839 	Hold...: 
Day 840 	Hold...: 
Day 841 	Hold...: 
Day 842 	Hold...: 
Day 843 	Hold...: 
Day 844 	Hold...: 
Day 845 	Hold...: 
Day 846 	Hold...: 
Day 847 	Hold...: 
Day 848 	Sell: PhP 7797.75 | Profit: PhP 221.04 	| Cumulative Profit: PhP 380.20
Day 849 	Buy: PhP 7836.55
Day 850 	Sell: PhP 7970.02 | Profit: PhP 133.47 	| Cumulative Profit: PhP 513.67
Day 851 	Buy: PhP 8084.88
Day 852 	Sell: PhP 7945.37 | Profit: -PhP 139.51 	| Cumulative Profit: PhP 374.16
Day 853 	Buy: PhP 7959.86
Day 854 	Sell: PhP 7983.98 | Profit: PhP 24.12 	| Cumulative Profit: PhP 398.28
Day 855 	Buy: PhP 8045.39
Day 856 	Sell: PhP 8030.98 | Profit: -PhP 14.41 	| Cumulative Profit: PhP 383.87
Day 857 	Buy: PhP 8051.76
Day 858 	Sell: PhP 7990.20 | Profit: -PhP 61.56 	| Cumulative Profit: PhP 322.31
Day 859 	Buy: PhP 7908.99
Day 860 	Sell: PhP 7922.04 | Profit: PhP 13.05 	| Cumulative Profit: PhP 335.36
Day 861 	Buy: PhP 8017.01
Day 862 	Sell: PhP 8022.42 | Profit: PhP 5.41 	| Cumulative Profit: PhP 340.77
Day 863 	Buy: PhP 8055.47
Day 864 	Sell: PhP 8060.58 | Profit: PhP 5.11 	| Cumulative Profit: PhP 345.88
Day 865 	Buy: PhP 8034.09
Day 866 	Hold...: 
Day 867 	Hold...: 
Day 868 	Hold...: 
Day 869 	Hold...: 
Day 870 	Hold...: 
Day 871 	Hold...: 
Day 872 	Hold...: 
Day 873 	Hold...: 
Day 874 	Hold...: 
Day 875 	Hold...: 
Day 876 	Hold...: 
Day 877 	Hold...: 
Day 878 	Hold...: 
Day 879 	Hold...: 
Day 880 	Hold...: 
Day 881 	Hold...: 
Day 882 	Sell: PhP 8258.05 | Profit: PhP 223.96 	| Cumulative Profit: PhP 569.84
Day 883 	Buy: PhP 8270.07
Day 884 	Sell: PhP 8246.83 | Profit: -PhP 23.24 	| Cumulative Profit: PhP 546.60
Day 885 	Buy: PhP 8251.46
Day 886 	Sell: PhP 8161.49 | Profit: -PhP 89.97 	| Cumulative Profit: PhP 456.63
Day 887 	Buy: PhP 8272.18
Day 888 	Sell: PhP 8183.99 | Profit: -PhP 88.19 	| Cumulative Profit: PhP 368.44
Day 889 	Buy: PhP 8188.52
Day 890 	Sell: PhP 8150.46 | Profit: -PhP 38.06 	| Cumulative Profit: PhP 330.38
Day 891 	Buy: PhP 8045.80
Day 892 	Sell: PhP 8098.16 | Profit: PhP 52.36 	| Cumulative Profit: PhP 382.75
Day 893 	Buy: PhP 8129.93
Day 894 	Sell: PhP 7890.02 | Profit: -PhP 239.91 	| Cumulative Profit: PhP 142.83
Day 895 	Buy: PhP 7766.75
Day 896 	Hold...: 
Day 897 	Hold...: 
Day 898 	Hold...: 
Day 899 	Hold...: 
Day 900 	Sell: PhP 7858.65 | Profit: PhP 91.90 	| Cumulative Profit: PhP 234.73
Day 901 	Buy: PhP 7828.86
Day 902 	Hold...: 
Day 903 	Sell: PhP 7938.35 | Profit: PhP 109.49 	| Cumulative Profit: PhP 344.23
Day 904 	Buy: PhP 7886.91
Day 905 	Hold...: 
Day 906 	Sell: PhP 7889.41 | Profit: PhP 2.50 	| Cumulative Profit: PhP 346.73
Day 907 	Buy: PhP 7747.38
Day 908 	Hold...: 
Day 909 	Hold...: 
Day 910 	Hold...: 
Day 911 	Hold...: 
Day 912 	Sell: PhP 7804.71 | Profit: PhP 57.33 	| Cumulative Profit: PhP 404.06
Day 913 	Buy: PhP 7840.86
Day 914 	Hold...: 
Day 915 	Hold...: 
Day 916 	Hold...: 
Day 917 	Hold...: 
Day 918 	Sell: PhP 7967.90 | Profit: PhP 127.04 	| Cumulative Profit: PhP 531.10
Day 919 	Buy: PhP 7944.43
Day 920 	Hold...: 
Day 921 	Hold...: 
Day 922 	Hold...: 
Day 923 	Hold...: 
Day 924 	Hold...: 
Day 925 	Hold...: 
Day 926 	Hold...: 
Day 927 	Hold...: 
Day 928 	Hold...: 
Day 929 	Hold...: 
Day 930 	Hold...: 
Day 931 	Sell: PhP 7779.07 | Profit: -PhP 165.36 	| Cumulative Profit: PhP 365.73
Day 932 	Buy: PhP 7739.86
Day 933 	Hold...: 
Day 934 	Hold...: 
Day 935 	Hold...: 
Day 936 	Hold...: 
Day 937 	Hold...: 
Day 938 	Sell: PhP 7681.25 | Profit: -PhP 58.61 	| Cumulative Profit: PhP 307.12
Day 939 	Buy: PhP 7765.03
Day 940 	Hold...: 
Day 941 	Hold...: 
Day 942 	Sell: PhP 7840.31 | Profit: PhP 75.28 	| Cumulative Profit: PhP 382.41
Day 943 	Buy: PhP 7915.30
Day 944 	Hold...: 
Day 945 	Hold...: 
Day 946 	Hold...: 
Day 947 	Hold...: 
Day 948 	Hold...: 
Day 949 	Hold...: 
Day 950 	Hold...: 
Day 951 	Hold...: 
Day 952 	Hold...: 
Day 953 	Hold...: 
Day 954 	Hold...: 
Day 955 	Hold...: 
Day 956 	Hold...: 
Day 957 	Hold...: 
Day 958 	Sell: PhP 8073.81 | Profit: PhP 158.51 	| Cumulative Profit: PhP 540.92
Day 959 	Buy: PhP 8065.76
Day 960 	Hold...: 
Day 961 	Sell: PhP 8012.34 | Profit: -PhP 53.42 	| Cumulative Profit: PhP 487.50
Day 962 	Buy: PhP 7947.47
Day 963 	Sell: PhP 7933.71 | Profit: -PhP 13.76 	| Cumulative Profit: PhP 473.74
Day 964 	Buy: PhP 7932.96
Day 965 	Sell: PhP 7880.94 | Profit: -PhP 52.02 	| Cumulative Profit: PhP 421.72
Day 966 	Buy: PhP 7912.14
Day 967 	Sell: PhP 7898.06 | Profit: -PhP 14.08 	| Cumulative Profit: PhP 407.64
Day 968 	Buy: PhP 7818.89
Day 969 	Sell: PhP 7818.89 | Profit: PhP 0.00 	| Cumulative Profit: PhP 407.64
Day 970 	Buy: PhP 7771.62
Day 971 	Sell: PhP 7707.80 | Profit: -PhP 63.82 	| Cumulative Profit: PhP 343.81
Day 972 	Buy: PhP 7836.89
Day 973 	Sell: PhP 7768.66 | Profit: -PhP 68.23 	| Cumulative Profit: PhP 275.58
Day 974 	Buy: PhP 7738.96
Day 975 	Sell: PhP 7877.19 | Profit: PhP 138.23 	| Cumulative Profit: PhP 413.81
Day 976 	Buy: PhP 7855.18
Day 977 	Sell: PhP 7815.93 | Profit: -PhP 39.25 	| Cumulative Profit: PhP 374.56
Day 978 	Buy: PhP 7790.91
Day 979 	Sell: PhP 7801.72 | Profit: PhP 10.81 	| Cumulative Profit: PhP 385.37
Day 980 	Buy: PhP 7779.80
Day 981 	Sell: PhP 7736.18 | Profit: -PhP 43.62 	| Cumulative Profit: PhP 341.76
Day 982 	Buy: PhP 7786.41
Day 983 	Sell: PhP 7741.07 | Profit: -PhP 45.34 	| Cumulative Profit: PhP 296.42
Day 984 	Buy: PhP 7877.63
Day 985 	Sell: PhP 7701.60 | Profit: -PhP 176.03 	| Cumulative Profit: PhP 120.39
Day 986 	Buy: PhP 7730.45
Day 987 	Sell: PhP 7733.67 | Profit: PhP 3.22 	| Cumulative Profit: PhP 123.60
Day 988 	Buy: PhP 7653.94
Day 989 	Sell: PhP 7773.12 | Profit: PhP 119.18 	| Cumulative Profit: PhP 242.79
Day 990 	Buy: PhP 7872.60
Day 991 	Sell: PhP 7842.28 | Profit: -PhP 30.32 	| Cumulative Profit: PhP 212.46
===============================================
Total Profit: PhP 212.46
===============================================
INFO:tensorflow:Assets written to: window50/assets

Baseline case: Buy-and-Hold strategy

In [145]:
prices = get_data("psei_train")

print("Buy-and-Hold Strategy")
print("======================")
print("Gain (in PhP) =", prices[-1] - prices[0])

Buy-and-Hold Strategy
======================
Gain (in PhP) = 903.3999029999995

Model Comparison

1. Gain (Loss) Comparison

It can be observed in Table 1 that as the window size in the RL-based models is increased, the gain also follows an increasing trend. There is no conceptual evidence yet as to why this is the case and whether this observation is generalizable. In fact, for a different value of batch size, the behavior can be the contrary. It can somehow be associated by a phenomenon in stock trading in which price actions can sometimes be affected only by price actions in the near past. This claim still needs further studies to be verified. However, one thing that can be noted here is the two out of the three RL-based models outperformed the Buy-and-Hold strategy. Moreover, the best-performing RL-based model earned three times more than the Buy-and-Hold strategy.

Model Window Size Gain (Loss) in PhP Precentage Gain (Loss)
Reinforcement Learning $10$ $2980.71$ $43.12 \%$
Reinforcement Learning $30$ $2063.52$ $29.85 \%$
Reinforcement Learning $50$ $212.46$ $3.07 \%$
Buy-and-Hold NA $903.40$ $13.07 \%$

Table 1. Gain (Loss) comparison of different models

2. Cumulative Profit Trend Comparison

It can be observed in Figure 2 that in the earlier phase, the Buy-and-Hold strategy somehow performed better than the RL-based models. However, around the 550th to 650th trading day, two RL-based models with window sizes 10 and 30, respectively, start to outperform the Buy-and-Hold strategy. Around this phase, it can be assumed that the policy has improved because of the earlier experiences through various state-reward pairs sequence in which the underlying neural network was trained on.

Note: For the Buy-and-Hold strategy, the cumulative profit for day $t$ is the profit earned if the stock is sold at day $t$.

In [152]:
# Calculate daily profit under Buy-and-Hold strategy
data = pd.read_csv('psei_train.csv', usecols=['Close'])
initial = data.Close.values[0]
data['daily_profit'] = data.Close.apply(lambda x : x - initial)

# Plot trend of profit for each model
plt.figure(figsize=(25,12))
plt.plot(range(len(markers10)),
         markers10.cumulative_profit.values,
         c='b', label="RL - WINDOW SIZE OF 10")
plt.plot(range(len(markers30)),
         markers30.cumulative_profit.values,
         c='r', label="RL - WINDOW SIZE OF 30")
plt.plot(range(len(markers50)),
         markers50.cumulative_profit.values,
         c='g', label="RL - WINDOW SIZE OF 50")
plt.plot(range(len(data)),
         data.daily_profit.values,
         c='magenta', label="BUY-AND-HOLD")
plt.legend()
plt.axhline(0, c='black')
plt.xlabel("Trading Day", fontsize=20)
plt.ylabel("Cumulative Profit (in PhP)", fontsize=18)
plt.title("Cumulative Profit Trend", fontsize=18)
plt.show();

Figure 2. Comparison of cumulative profit achieved by different models

CONCLUSION AND RECOMMENDATION

Summary

  1. The best-performing reinforcement learning model in this study outperformed the classical Buy-and-Hold strategy by more than three times of the gain the latter earned.
  2. It is observed that an RL-based model with a smaller window_size at a fixed batch_size$=45$ performs better. It can be associated by a phenomenon in stock trading in which price actions can sometimes be affected only by price actions in the near past. This claim still needs further studies to be verified.
  3. RL-based models may not perform well in the short given that there is no policy being trained yet. However, as the underlying network of the policy learns more through a sequence of state-reward pair collected in the past, the model can significantly improve its performance.

Recommendation:

  1. Given that the policy is responsible for the decision to buy/hold or sell, it would be interesting to try out other neural network architectures for the policy.
  2. Based on the observation, given a fixed batch size, the gain increases as the window size decreases . It would be interesting to know theoretically or empirically if there exists a pattern of batch size-window size pair to which the RL-based model performance follows.
  3. In the underlying neural network of the policy, the output layer only has two nodes (Buy/Hold or Sell). More actions can be considered by increasing the number of nodes in the output layer of the said neural network. Actions such as "not buying immediately after selling" can be considered.
REFERENCES

[1] Sutton, R. S., & Barto, A. G. (2018). Reinforcement learning: An introduction. MIT press.

[2] Arulkumaran, K., Deisenroth, M. P., Brundage, M., & Bharath, A. A. (2017). A brief survey of deep reinforcement learning. arXiv preprint arXiv:1708.05866.

[3] Gonzales, I. (2020). Market on short-lived high, but investors optimistic for 2020. Philstar Global. Retrieved from: https://www.philstar.com/business/2020/01/01/1981088/market-short-lived-high-investors-optimistic-2020

[4] Predicting Stock Prices using Reinforcement Learning. Retrieved from: https://www.analyticsvidhya.com/blog/2020/10/reinforcement-learning-stock-price-prediction/#:~:text=The%20concept%20of%20reinforcement%20learning,based%20on%20the%20current%20environment.

In [153]:
! jupyter nbconvert --to html Corro_ML2_IndivProject.ipynb

[NbConvertApp] WARNING | Config option `kernel_spec_manager_class` not recognized by `NbConvertApp`.
[NbConvertApp] Converting notebook Corro_ML2_IndivProject.ipynb to html
[NbConvertApp] Writing 1128575 bytes to Corro_ML2_IndivProject.html